{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "61948602",
   "metadata": {},
   "source": [
    "# Tutorial: Class Activation Maps for Object Detection with Faster RCNN\n",
    "\n",
    "![image.png](https://raw.githubusercontent.com/jacobgil/pytorch-grad-cam/master/examples/both_detection.png)\n",
    "\n",
    "In this tutorial we're going to see how to apply CAM methods for Object Detection, \n",
    "using faster-rcnn from torchvision as an example.\n",
    "\n",
    "\n",
    "## This is too long, just show me some code !\n",
    "```python\n",
    "from pytorch_grad_cam import AblationCAM, EigenCAM\n",
    "from pytorch_grad_cam.ablation_layer import AblationLayerFasterRCNN\n",
    "from pytorch_grad_cam.utils.model_targets import FasterRCNNBoxScoreTarget\n",
    "from pytorch_grad_cam.utils.reshape_transforms import fasterrcnn_reshape_transform\n",
    "from pytorch_grad_cam.utils.image import show_cam_on_image, scale_accross_batch_and_channels, scale_cam_image\n",
    "\n",
    "targets = [FasterRCNNBoxScoreTarget(labels=labels, bounding_boxes=boxes)]\n",
    "target_layers = [model.backbone]\n",
    "cam = AblationCAM(model,\n",
    "                  target_layers, \n",
    "                  use_cuda=torch.nn.cuda.is_available(), \n",
    "                  reshape_transform=fasterrcnn_reshape_transform,\n",
    "                  ablation_layer=AblationLayerFasterRCNN(),\n",
    "                  ratio_channels_to_ablate=1.0)\n",
    "\n",
    "# or a very fast alternative:\n",
    "\n",
    "cam = EigenCAM(model,\n",
    "              target_layers, \n",
    "              use_cuda=torch.nn.cuda.is_available(), \n",
    "              reshape_transform=fasterrcnn_reshape_transform)\n",
    "\n",
    "```\n",
    "\n",
    "\n",
    "# Introduction\n",
    "\n",
    "## Why is it more difficult computing CAMs for object detection?\n",
    "Object detection packages typically do a lot of processing on the results before they output it:\n",
    "they create dictionaries with the bounding boxes, labels and scores, do an argmax on the scores to find the highest scoring category, etc.\n",
    "\n",
    "Because of this, typically the outputs from object detection package are not differentiable\n",
    "(and it's a common request for the maintainers of those in order to support CAMs).\n",
    "\n",
    "\n",
    "This means that if we need to compute gradients, there is no \"generic\" way of doing that, we would have to dive into the code of those packages and do something custom each time, if it's possible at all.\n",
    "\n",
    "That's not so good for us, since we want to be able to work with existing object detection packages..\n",
    "\n",
    "\n",
    "CAM methods can be divided into two groups:\n",
    "- Those that need gradients: GradCAM, GradCAM++, LayerCAM, etc.\n",
    "- Those that are \"gradient free\": AblationCAM, ScoreCAM, and EigenCAM.\n",
    "\n",
    "\n",
    "## Gradient Free Methods to the rescue!\n",
    "\n",
    "Luckily, we have \"Gradient Free Methods\", and we can use them for many more use cases compared to \"gradient\" methods.\n",
    "\n",
    "We're going to use the next methods here for object detection:\n",
    "- EigenCAM: this method is extremely fast, but doesn't have good enough class discribination (that's less of an issue for object detection, though).\n",
    "- AblationCAM: A state of the art method, but slower.\n",
    "- We're going to see how we can potentially make AblationCAM much faster by controlling the parameter ratio_channels_to_ablate.\n",
    "\n",
    "Along the way, we're going to use two important concepts in the grad-cam package:\n",
    "- Writing a custom \"reshape\" transform to aggregate the activations saved inside faster-rccnn feature pyramid network.\n",
    "**This is the most important part** - you can use this as a starting point for other object detection networks.\n",
    "\n",
    "\n",
    "- Writing a custom \"target\" function for generating CAMs that maximize something about the bounding boxes: like their score, or their intersection over union with the original bounding boxes.\n",
    "\n",
    "\n",
    "Lets get started!\n",
    "\n",
    "Lets import the packages we're going to use, define the category names, and a function to run the model and gets the predictions.\n",
    "Nothing here is related to Class Activation Maps, yet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5ffb4458",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "import cv2\n",
    "import numpy as np\n",
    "import torch\n",
    "import torchvision\n",
    "from pytorch_grad_cam import AblationCAM, EigenCAM\n",
    "from pytorch_grad_cam.ablation_layer import AblationLayerFasterRCNN\n",
    "from pytorch_grad_cam.utils.model_targets import FasterRCNNBoxScoreTarget\n",
    "from pytorch_grad_cam.utils.reshape_transforms import fasterrcnn_reshape_transform\n",
    "from pytorch_grad_cam.utils.image import show_cam_on_image, scale_accross_batch_and_channels, scale_cam_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5c0619e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(input_tensor, model, device, detection_threshold):\n",
    "    outputs = model(input_tensor)\n",
    "    pred_classes = [coco_names[i] for i in outputs[0]['labels'].cpu().numpy()]\n",
    "    pred_labels = outputs[0]['labels'].cpu().numpy()\n",
    "    pred_scores = outputs[0]['scores'].detach().cpu().numpy()\n",
    "    pred_bboxes = outputs[0]['boxes'].detach().cpu().numpy()\n",
    "    \n",
    "    boxes, classes, labels, indices = [], [], [], []\n",
    "    for index in range(len(pred_scores)):\n",
    "        if pred_scores[index] >= detection_threshold:\n",
    "            boxes.append(pred_bboxes[index].astype(np.int32))\n",
    "            classes.append(pred_classes[index])\n",
    "            labels.append(pred_labels[index])\n",
    "            indices.append(index)\n",
    "    boxes = np.int32(boxes)\n",
    "    return boxes, classes, labels, indices\n",
    "\n",
    "def draw_boxes(boxes, labels, classes, image):\n",
    "    for i, box in enumerate(boxes):\n",
    "        color = COLORS[labels[i]]\n",
    "        cv2.rectangle(\n",
    "            image,\n",
    "            (int(box[0]), int(box[1])),\n",
    "            (int(box[2]), int(box[3])),\n",
    "            color, 2\n",
    "        )\n",
    "        cv2.putText(image, classes[i], (int(box[0]), int(box[1] - 5)),\n",
    "                    cv2.FONT_HERSHEY_SIMPLEX, 0.8, color, 2,\n",
    "                    lineType=cv2.LINE_AA)\n",
    "    return image\n",
    "\n",
    "coco_names = ['__background__', 'person', 'bicycle', 'car', 'motorcycle', 'airplane', \\\n",
    "              'bus', 'train', 'truck', 'boat', 'traffic light', 'fire hydrant', 'N/A', \n",
    "              'stop sign', 'parking meter', 'bench', 'bird', 'cat', 'dog', 'horse', 'sheep', \n",
    "              'cow', 'elephant', 'bear', 'zebra', 'giraffe', 'N/A', 'backpack', 'umbrella',\n",
    "              'N/A', 'N/A', 'handbag', 'tie', 'suitcase', 'frisbee', 'skis', 'snowboard',\n",
    "              'sports ball', 'kite', 'baseball bat', 'baseball glove', 'skateboard',\n",
    "              'surfboard', 'tennis racket', 'bottle', 'N/A', 'wine glass', 'cup', 'fork',\n",
    "              'knife', 'spoon', 'bowl', 'banana', 'apple', 'sandwich', 'orange',\n",
    "              'broccoli', 'carrot', 'hot dog', 'pizza', 'donut', 'cake', 'chair', 'couch',\n",
    "              'potted plant', 'bed', 'N/A', 'dining table', 'N/A', 'N/A', 'toilet',\n",
    "              'N/A', 'tv', 'laptop', 'mouse', 'remote', 'keyboard', 'cell phone', 'microwave',\n",
    "              'oven', 'toaster', 'sink', 'refrigerator', 'N/A', 'book', 'clock', 'vase',\n",
    "              'scissors', 'teddy bear', 'hair drier', 'toothbrush']\n",
    "\n",
    "\n",
    "# This will help us create a different color for each class\n",
    "COLORS = np.random.uniform(0, 255, size=(len(coco_names), 3))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3334d28f",
   "metadata": {},
   "source": [
    "Now we're going to define the model, read an image, and run the prediction once so we get the detected objects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "932a0904",
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x209204544E0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "import torchvision\n",
    "from PIL import Image\n",
    "image_url = \"https://raw.githubusercontent.com/jacobgil/pytorch-grad-cam/master/examples/both.png\"\n",
    "image = np.array(Image.open(requests.get(image_url, stream=True).raw))\n",
    "image_float_np = np.float32(image) / 255\n",
    "# define the torchvision image transforms\n",
    "transform = torchvision.transforms.Compose([\n",
    "    torchvision.transforms.ToTensor(),\n",
    "])\n",
    "\n",
    "input_tensor = transform(image)\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "input_tensor = input_tensor.to(device)\n",
    "# Add a batch dimension:\n",
    "input_tensor = input_tensor.unsqueeze(0)\n",
    "\n",
    "model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)\n",
    "model.eval().to(device)\n",
    "\n",
    "# Run the model and display the detections\n",
    "boxes, classes, labels, indices = predict(input_tensor, model, device, 0.9)\n",
    "image = draw_boxes(boxes, labels, classes, image)\n",
    "\n",
    "# Show the image:\n",
    "Image.fromarray(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29859cb6",
   "metadata": {},
   "source": [
    "# What faster-rcnn layer should we target?\n",
    "\n",
    "The first part of faster-rcnn, is the Feature Pyramid Network (FPN) backbone: model.backbone.\n",
    "This part is what computes the meaningful activations, and we are going to work with these.\n",
    "\n",
    "The rest of the network extract features from here and then predicts bounding boxes, but everything is based on the features computed from the FPN.\n",
    "\n",
    "## Problem: The output from model.backbone is in a very custom format\n",
    "The backbone outputs 5 different tensors with different spatial sizes, from the FPN.\n",
    "They are stored as an Ordered Dict.\n",
    "\n",
    "Our goal here is to aggregate these image tensors, assign them weights, and then aggregate everything.\n",
    "\n",
    "To do that, we're going to need to write a custom function that takes these tensors with different sizes, resizes them to a common shape, and concatenates them:\n",
    "\n",
    "```python\n",
    "def fasterrcnn_reshape_transform(x):\n",
    "    target_size = x['pool'].size()[-2 : ]\n",
    "    activations = []\n",
    "    for key, value in x.items():\n",
    "        activations.append(torch.nn.functional.interpolate(torch.abs(value), target_size, mode='bilinear'))\n",
    "    activations = torch.cat(activations, axis=1)\n",
    "    return activations\n",
    "```\n",
    "\n",
    "One more thing - notice that we're taking torch.abs(value) on the activations.\n",
    "\n",
    "This is one way object detection differs quite a lot from the usual classification networks that have ReLU non linearities. The FPN activations are un-bounded and can have negative values as well.\n",
    "\n",
    "## What target are the Class Activation Maps created for?\n",
    "\n",
    "Remember that in the case of classification, we create the CAM for a specific category.\n",
    "For example, if we want to see which activations respond to \"Cat\", we could use the 281 image-net category.\n",
    "And the CAM is computed for that target, with ClassifierOutputTarget(281).\n",
    "\n",
    "\n",
    "We're going to define something like that for object detection as well.\n",
    "In the case of object detection, the output of the model are bounding boxes and their categories.\n",
    "Unfortunately, faster-rcnn doesn't return us scores for all of the categories, it just returns the highest scoring category, so we're going to be limitted to that.\n",
    "\n",
    "Now the target isn't just limitted to the classification score, it can also be something about the bounding boxes boordinates:\n",
    "- Maybe we want to find the activations that correspond to the category of the bounding boxes.\n",
    "- Maybe we want to find the activations that correspond to the coordinates of the bounding boxes, or some property of them, like their width or height.\n",
    "- Maybe a combination of both the category and a property of the bounding box coordinates.\n",
    "\n",
    "\n",
    "### We can measure how the detected objects correspond with the original detections in both coordinates and score\n",
    "We have an output from the model.\n",
    "We need to assign it some score, so we can highlight the parts of the image that maximize that score.\n",
    "We can check how the model output corresponds with the original detections:\n",
    "1. For every bounding box from the original detections, find the detection that overlaps with it the most.\n",
    "    * Check if the IOU of the detection with the original detection is high enough - if not, assign a score of 0 to the box.\n",
    "    * Check if the category is still the same as in the original detection - if not, assign a score of 0 to the box.\n",
    "    * Find the classification score.\n",
    "    * box_score = IOU + classification_score.\n",
    "2. target = sum(box_scores)\n",
    "\n",
    "Lets look at that (defined in pytorch_grad_cam.utils.model_targets.FasterRCNNBoxScoreTarget):\n",
    "\n",
    "```python\n",
    "class FasterRCNNBoxScoreTarget:\n",
    "\t\"\"\" For every original detected bounding box specified in \"bounding boxes\",\n",
    "\t\tassign a score on how the current bounding boxes match it,\n",
    "\t\t\t1. In IOU\n",
    "\t\t\t2. In the classification score.\n",
    "\t\tIf there is not a large enough overlap, or the category changed,\n",
    "\t\tassign a score of 0.\n",
    "\n",
    "\t\tThe total score is the sum of all the box scores.\n",
    "\t\"\"\"\n",
    "\n",
    "    def __init__(self, labels, bounding_boxes, iou_threshold=0.5):\n",
    "        self.labels = labels\n",
    "        self.bounding_boxes = bounding_boxes\n",
    "        self.iou_threshold = iou_threshold\n",
    "\n",
    "    def __call__(self, model_outputs):\n",
    "        output = torch.Tensor([0])\n",
    "        if torch.cuda.is_available():\n",
    "            output = output.cuda()\n",
    "\n",
    "        if len(model_outputs[\"boxes\"]) == 0:\n",
    "            return output\n",
    "\n",
    "        for box, label in zip(self.bounding_boxes, self.labels):\n",
    "            box = torch.Tensor(box[None, :])\n",
    "            if torch.cuda.is_available():\n",
    "                box = box.cuda()\n",
    "\n",
    "            ious = torchvision.ops.box_iou(box, model_outputs[\"boxes\"])\n",
    "            index = ious.argmax()\n",
    "            if ious[0, index] > self.iou_threshold and model_outputs[\"labels\"][index] == label:\n",
    "                score = ious[0, index] + model_outputs[\"scores\"][index]\n",
    "                output = output + score\n",
    "        return output\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f2621a88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x2092101ECC0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target_layers = [model.backbone]\n",
    "targets = [FasterRCNNBoxScoreTarget(labels=labels, bounding_boxes=boxes)]\n",
    "cam = EigenCAM(model,\n",
    "               target_layers, \n",
    "               use_cuda=torch.cuda.is_available(),\n",
    "               reshape_transform=fasterrcnn_reshape_transform)\n",
    "\n",
    "grayscale_cam = cam(input_tensor, targets=targets)\n",
    "# Take the first image in the batch:\n",
    "grayscale_cam = grayscale_cam[0, :]\n",
    "cam_image = show_cam_on_image(image_float_np, grayscale_cam, use_rgb=True)\n",
    "# And lets draw the boxes again:\n",
    "image_with_bounding_boxes = draw_boxes(boxes, labels, classes, cam_image)\n",
    "Image.fromarray(image_with_bounding_boxes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb9ed990",
   "metadata": {},
   "source": [
    "# Optional: Renormalizing the CAMs inside every bounding box\n",
    "This shows us the CAM computed accross the entire image, normalized to be between 0 and 1, using even pixels that are outside the boxes.\n",
    "We can re-normalize the CAM inside every bounding box, and take the maximum value in the overlaps between the boxes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3ba54ff1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x20921740F60>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam):\n",
    "    \"\"\"Normalize the CAM to be in the range [0, 1] \n",
    "    inside every bounding boxes, and zero outside of the bounding boxes. \"\"\"\n",
    "    renormalized_cam = np.zeros(grayscale_cam.shape, dtype=np.float32)\n",
    "    images = []\n",
    "    for x1, y1, x2, y2 in boxes:\n",
    "        img = renormalized_cam * 0\n",
    "        img[y1:y2, x1:x2] = scale_cam_image(grayscale_cam[y1:y2, x1:x2].copy())    \n",
    "        images.append(img)\n",
    "    \n",
    "    renormalized_cam = np.max(np.float32(images), axis = 0)\n",
    "    renormalized_cam = scale_cam_image(renormalized_cam)\n",
    "    eigencam_image_renormalized = show_cam_on_image(image_float_np, renormalized_cam, use_rgb=True)\n",
    "    image_with_bounding_boxes = draw_boxes(boxes, labels, classes, eigencam_image_renormalized)\n",
    "    return image_with_bounding_boxes\n",
    "\n",
    "Image.fromarray(renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b90b63e1",
   "metadata": {},
   "source": [
    "# Advanced: More class descrimination with Ablation CAM\n",
    "\n",
    "A good property of a CAM method is that it should give us class descrimination - it should be able to highlight only the parts that correspond with a specific category, and not those of other categories.\n",
    "\n",
    "In the previous section we defined the target.. but we cheated.\n",
    "EigenCAM doesn't actually know how to use the target - the result from it will be constant regardless of the target.\n",
    "\n",
    "EigenCAM returns the first principle component of the activations, and that will most the time correspond with the dominant object.\n",
    "The common case is that inside a bounding box, you're going to have a single object.\n",
    "What happens if you have several different objects that you want to distinguish between?\n",
    "\n",
    "To get that kind of \"class descrimination\", we can use Ablation-CAM.\n",
    "\n",
    "* Disclaimer: The EigenCAM that we used above is extremely fast since it requires only one forward pass, and in the common case that should be good enough, so you probably can just use it for object detection *\n",
    "\n",
    "Ablation-CAM will \"ablate\" activations and measure how the output changes. If the output drops a lot, it means that activation is important and should get a higher weight.\n",
    "\n",
    "# Defining a custom Ablation Layer\n",
    "For a custom use case, like we have here, we will have to define our own Ablation layer.\n",
    "We have \"AblationLayerFasterRCNN\" defined in pytorch_grad_cam.ablation_layer, but lets go over it.\n",
    "\n",
    "An ablation layer needs to implement two methods:\n",
    "\n",
    "```python\n",
    "def set_next_batch(self, input_batch_index, activations, num_channels_to_ablate)\n",
    "def __call__(self, x)\n",
    "```\n",
    "\n",
    "- set_next_batch gets the activations saved in the target layer, those that should get ablated.\n",
    "It extracts the next batch member from the activations (we're running this method on an input tensor of shape Batch x 3 x Height x Width),\n",
    "and it needs to repeat it num_channels_to_ablate times.\n",
    "\n",
    "The ablation layer needs that because it's going to take each of those num_channels_to_ablate and ablate it, in a batch of size num_channels_to_ablate, to make it faster.\n",
    "There is an outer loop that does this for every input image in the original batch.\n",
    "\n",
    "- __call__(self, x) is what does the actual ablation.\n",
    "\n",
    "self.indices contains the next group of indices that should be ablated.\n",
    "\n",
    "In the case of the FPN network in Faster-RCNN, remember we have a spatial pyramid stored in an Ordered dict.\n",
    "5 spatial layers total (the '0', '1', '2', '3' and 'pool' keys), each has 256 activations, so a total of 5 * 256 activations/\n",
    "Remember that when we stored the activations for the CAM, we stacked them on top of each other.\n",
    "So we need to be able to translate between an index, to the actual layer it corresponds to so we can ablate it.\n",
    "\n",
    "\n",
    "```python\n",
    "class AblationLayerFasterRCNN(AblationLayer):\n",
    "    def __init__(self):\n",
    "        super(AblationLayerFasterRCNN, self).__init__()\n",
    "\n",
    "        def set_next_batch(self, input_batch_index, activations, num_channels_to_ablate):\n",
    "            \"\"\" Extract the next batch member from activations,\n",
    "                and repeat it num_channels_to_ablate times.\n",
    "            \"\"\"\n",
    "            self.activations = OrderedDict()\n",
    "            for key, value in activations.items():\n",
    "                fpn_activation = value[input_batch_index, :, :, :].clone().unsqueeze(0)\n",
    "                self.activations[key] = fpn_activation.repeat(num_channels_to_ablate, 1, 1, 1)\n",
    "\n",
    "    def __call__(self, x):\n",
    "        \"\"\" Go over the activation indices to be ablated, stored in self.indices.\n",
    "            Map between every activation index to the tensor in the Ordered Dict from the\n",
    "            FPN layer.\n",
    "        \"\"\"\n",
    "        result = self.activations\n",
    "        layers = {0: '0', 1: '1', 2: '2', 3: '3', 4: 'pool'}\n",
    "        num_channels_to_ablate = result['pool'].size(0)\n",
    "        for i in range(num_channels_to_ablate):\n",
    "            pyramid_layer = int(self.indices[i]/256)\n",
    "            index_in_pyramid_layer = int(self.indices[i] % 256)\n",
    "            result[layers[pyramid_layer]][i, index_in_pyramid_layer, :, :] = -1000\n",
    "        return result\n",
    "```\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "03000b3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:31<00:00,  1.26it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x2092101E0F0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pytorch_grad_cam import AblationCAM\n",
    "from pytorch_grad_cam.ablation_layer import AblationLayerFasterRCNN\n",
    "cam = AblationCAM(model,\n",
    "               target_layers, \n",
    "               use_cuda=torch.cuda.is_available(), \n",
    "               reshape_transform=fasterrcnn_reshape_transform,\n",
    "               ablation_layer=AblationLayerFasterRCNN())\n",
    "\n",
    "grayscale_cam = cam(input_tensor, targets=targets)[0, :]\n",
    "Image.fromarray(renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27cfecbd",
   "metadata": {},
   "source": [
    "## Making it fast by skipping some channels\n",
    "We're almost done.\n",
    "AblationCAM is slow since it has to do many forward passes (in our case: 5 x 256 passes).\n",
    "However some of the channels can be skipped, for example if their empty.\n",
    "We have an experimental parameter ratio_channels_to_ablate that controls how many of the channels should be ablated.\n",
    "It compes the first Principle Component (like in EigenCAM) and then thresholds it with a low threshold to get a binary mask,\n",
    "and then measures the overlap of every activation with that binary mask.\n",
    "\n",
    "Lets check how the output looks when we ablate only 10% and then 1% of the channels, resulting in an x10 and x100 speedup:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "dce4a4f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 8/8 [00:06<00:00,  1.27it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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z3I0frv673/2/PfyfEOGfM/ojzCEgBB0Dwt2NrgELzpRsByOLVw2gS3m4I9YoXIArAELEzFS629VqfQrxL9vI7sHHj0KRJ21uqGgLCUYKZDl76H7S8l/YWDfUuQJiwH739vbtL/b3t6gNBpLr9brWeTod4IbWTsfDajU4m7GS3lqttZrZEq7tuISAqohARVWVIg47HqfuezrcItfBzq9/9qAm7YdxuUUs5vLJggEO/Od/+Sf/3bv3/wOP//3mfwWA4s8AQV/VgLZh0TsD5g6cRYqgk97zS7pr4Is6pAj9jFYXkiHeeo5Io4fyPbj8JwPUfX8Iu90OVpxgwmKb2OmyYBP4FBYlzJwibhWw/eMHsQr34+NBQIePq5XVpkmTtcfd4zDUMp8ovHv/ARQRlaxwzKWA2cwiDG1moupwEQIQDfdPhiHXYpr6AXFzoXa3wJ8WNX7rFuA3Hx4Qzc8C+/9/PH8QCJ4POHug3vkdsScPzLCw4EuAqmMjSYubZS4iC95QWMXiOQBdIZ4Z1WZ2Js2e4afQnFxcp+d7TADJSVm4CzOnSoNr8JdxLhocRtDAhw/fHqZd7LlQIGhTy0NcJXUYVs00aZlNmUGM67E1F0lmDVT3M8bq2XHuUJIiiCOjzEM+zWVMXLCRu9CtO6WLsDkCywg6M9JB0fkQn18Fpz8X4v/j/+zV5rMLuSYu4ZeQS8iVH9LD7tt/s9p/9/lq+v7m8fPL8mo8bsrDi5VebVZfXOkal3w44P3O3tz528fpzVTvcPdtW+v3P+yPHw63ul21Fzdff5h3h9On+Xv25//jvITdx4vvvv8f/ZNP//3r47h/e/eTst09jvkdrh785Qe7urXrB3m515tbu3jE1u6Be+de/M7twfyB7UPTR7H7Rj9a25E7sztvDwAkJVIFKSGT+vXdPFUuOI8O2Q4pJxVJZv6/W/1Plm0PzHYOfjBkkQ731mMHCwEUWrDnY3T3ZWHJIDyTkHB3A0lKqy0IfGVwaIGzg6bvIBe2OG4Mb83p3pzmvrjRsX9I7H/Gwl+RMLce9+5OknVw4l7KaT8MGwdzHtYX67u3b1PKYTNExMnmJprSuM7j6M1FZJEbxhHqX28OgTVj0gCZqlodKjLPBWt1wkKxC80t/duKkkKHiHrzJ/P+0fED0Nf76TEDBaiABarH8Xj39sPfHO92ay95Onw2tvffvT+U+68u229/uX4hD5vxU7v7tnz7wXeC0/a4O33z03cP39XHb+dhvtvXec568Wo9pPrJ97+8nl7o3eHiT/7J6dv33/v0k09+74e2vd98zuEHP7i6qNen6e3uO5tOY5WEql4VTVEVJbOSoLKhCelxcXQqPTJja3JzCgJ0UZcDKXRzsBGhF7vnwPBvwuN9zuQGe3dGn6SdTegTlXBmNPtT4eozWHQHznFLMhh7hvflJqSh018kzl6RWXOYw+C2eFtdiQSudbN+WU/75ymAATroMHjYXF9OEgJ6NLeEIA7UwWa+StkBilA0DaNZhbXVav24e0h5s9peOdytuXucJ3cLdBjYYfEezV3gDdCUdCJIlFoNqstymrtZ69L2GxabFJXaGhf6gcCSXPF3P9zgDTDC4M1Q69s3X384nQazueHbw6Snwxer8pn493/v1eUL216s2ttfH7/B+uL3ub7ietZpfPFp+dlf/fJ4yDf5UsbVNJ/u3+zT6d36NK3Xw6vPfvh6+HK40CHdXH/24s37n+x+/ms7vd3+4EJf8pPPvrdNhe/b7oNLc3EnGt3gRjRQqQQd4uh+ttE1NB3PXA/pz1JbIoXy7GtEJBxdDg3+UaBhSRfqZFEPZUfGxWJ/zjxlCGAoLu8MEeHP0gU/+pwQ/CXXqGcIdFm0Zv01z1MCn3wkWkBMPL0FYFr44a7YursfJ2sJzD+xNExXN58Mm/X7d29FhXARVU1OUKSUeRhXw2oFC/7bqALz8wK5W1ylYGFn3N1NItqZE+AQn+fqGAPyCOlmSyh7oRk65+CEp6Rttg5mlrO/vITPGMZlQSrc3JuzAeBx9+H+7a2vcSxGMYWcqqP63/v9T66uNK0gpx1XL7evwcO78u2fP/zs9s1PH6Zb/fyzl5svvloPn2K9Oun47d3+7vD4zXf/Kvnb8vZ++4MfrMa8kbtyf9i/fbPTx9v7u0/adnqn7/lol/rV7//RF6v1+1/sBaZw0sRNYFXECSoh5gooQafAxa3YQpFhYbVB0L2J5Npz5oPi1kCIBOECRsrJM4nrSYwfiQI+YrA6vsRCorFHQftfmzslaCZx61lKITnuHl8aDGN8EXqkdgnln7/yrCotfKm+v+dHCjZvuV8PtGHP4oqkAM0dUBLYXNxYjsCVmytFU8oGzGWaj6ekabVeHw4TeigdC+cp7s3NLMJxdNjC/wbucFft8ehaK1VhDa4S9w9dwhi+IGsAMHfVBJRnHpGjM3jncCKfCygMaGDko7fy8OH94WhNPHLZqzsFP/zi5etP0nidtXzQQXk6oBbbz+V4tNK260s+lOHl63F41R7dpa2u0mevvrdmvph+uHvzt/bLn/z1n//k9z59MVurO59W+edvjo/D/M7n04Xxhm1q/+bt3/z2H/9hSiPN4VVgYqbJ0bNtsWisbgHNSSbH2SPhggnp7mZOJ2ln/oiwJd/IHO3jdDDAI4npSXrCPwn/3c3Dmz4rug4ZFuLSYfBI8jPtef486wgLGYXiKfhJuFvHG95T7JbN6Sr0HAV4xu0DSMsh6rrHziR4SAOhFIO4xyVJnUtabynqZikPkjLIeZrGYcVmeRhI1LZXkRYkUUfCDrpZMzOPNORFzQKg0KolTQBSzo+PJ5EE6wS9m3vrV/zcvge/oSl1ko5nHUr2NE9fnKRn7zKiuYM0ltPpl7+8rZcJagny4uoTeWyfXdQ/+sPvrVeP6hOGhPJQD+X09n7/zeP0rj68PfpeV3lkGqdT2d/uD3Uu75Kv9MS5jjqm9urv/eD2T09/87fffPni4t37fXuV99XbII+HOsHSKNsLHbX8yz/75csf/m4rTeliTcRg9pQISkLcpUeoFyqd5gs6Cu2CHvFAZO4+ncJYg24K/WMr/3TOzylOnbAhHBKOJ3sUShilDSY9DBW+kFiQ8xY6weEdiVLoFRQ5ux/xZdYWNbvggbOy+buusD9Sj6tF+QqW+FjHir4oK2/WiARgnqdRrkTVzLrWBYdhcFLHtRPuloS1FFU1t1pmTSOeEGcoS2nV4uSZhUdnOedmlpLsHk8p5dYKlgNm1p6iCE/uD+DQJE9P9ah2FO304AMXI9Ufzc1cDfS2v72biiVqtXS1ub55sSr+5nd/eEMiD2uv7w4f3hzffbt7c3f4bq47KXc83qLclVWZX15X9dNx93j3uN+hHaxM0qZBvbVPxH6wye3y4uGh+EXe7+c6VtX8eHrkWpPo41R8tOTlp794M958bqSlhYDpybI4kz3U7glFmtkTVQ0syDBOaA9gB2vR3Y4QOy5yf35w8SoBD5HvvzgpZu0ZoocZSGHURi1e0xKyjzjLk6YNVeFneTqfH/NmUaC30K7o93J+3cccef+yrkFjs6WnjCxv64ytLyIvhNcyqaioerMlbNptgCR1b3AMq9VcppWurdXyuMcaSAlALbM3e8LUcbzMo4YxpQSzlPR4OnTzFBiAbm7e7ClmvFw9CdW8iG3f0/DC/Elk8dxnCmMDtxUN9RQ2TlN++WLb6l2G/eDzmzzMfvxw++bX89u39fBw+ha2G/CI+f60uytjGbQkY0JpFxeX+zofP7x7RD14eWgV7siDHOdPsrZaRdOQ0qh4LJY242o7llKSrB4bGltup/d3hzakzRUJl6jgpBudSuscuEDOugOduglP2iPqneIMLjxMX5xYEweARViWNcESpbUlxgkHRcwtRLfTTL547D2qF3F/C+sk1F57srgpXHh4UkA5E/XoXp31nz/KFVoUDdiChey5ax17hDJfTm9P4Fvcs040EUAzi/rEVgsB1dSsUSiasBCzPSDbQbIfdvtmrik1axK2wKy1imB3w72POr84r0KH55RKnZ/DZDcHOJcKgF3F9IeZq6qbgc+V5BnVxCp89Dc3N2trTa8ueHe7M4gh5WEc1+Nud391kaw2jvntr999891B1tu8vlm/2L7+7MX3vnj96vXNmPLFxUUaN0YCClVIWm2uVDbmI7jVvCHH08mPJzfzVk3EN6uBwGrIVxcXwzi+uLneroesCnIu8+2h3B6aeCQmdkTo7ksxGigSTNOSc4SuXPHMQJ/3up/PXqrD7pzg2fJwUbrhYHTxdbdOTbM7H4sm72piwU+IOM/ZKPPMDCyB0ohaPneGnN5N5XP1fYYV9LhQf0pt6Mx2mJPnZsM7TbVczRmPtmYOtFrcISm5++PDDmZxviJdKpJoKGLNlKI6QIc8jFHXnVKutSK8yuURtxAhpQhiqchcqiPARmTF0p+qBRY/tnNtGi7nk+sULueZQv74QVBdb66TXFwdjlWU42ozjJvWap1PNxd6+eryw0//5v7hcbjcfnf74e72sN/X/WGuEEnDepNVIYMOwyiaVPXyxYtPv/ji+vXL8WKDrDOY1qvVxeXhVCiplKKQlPjicpPJw+PuYnvpFS9uXqY0CKH01vzDvjxWcbdeW3QmegRmbu52Vp+dIbLzEQwqhD1i0eOQTwHuLu/t4zXoPo33LMwnDgdP0otlZzuSe/ICFnlxLKWkWCjzOE4e1WZYrjZw9LJ7T5u4aHMPIPL05/Pj7BGR9MgeApd6gSUpNO4qiivcmrWmKdmS5NLtS7/8AAM6jGsHVcUpUDU4JRIX07IKvpihCDQ43FXF3XLOh+NTuUVoXFvuZ6lu7OBaVCP39tnddZXxdyUlgxWvbi4yjOPree4vv768fDzsRezzT16+f/tmd2CT9N2vv/OG9Sa/uLlcbzbmNGdKWWVMaS0QoCWRlAcZ8sXV9cXVdV6tD7O9u71rbpfX19ElISzXZp1zIkFxEwLuN1eXIkmE8Fpd3u1Lq13YPjptwNktWvabcPQUDCOs+8jnFzy72wW2fiyeC5+Drr3CTQ7oQIlMDOu7FC8TEV3kNK7IQUSA7+mj+yfBOmh+5i0ED/r0wq5l+LRTzwmoLpXBSJ7VUaBMmItE/B0WaUroYXF4HJnWUhoAQuRMxwELGUAVUUlJh3Q6nChay2xltlJardaqtYbzgYujZRYrnFKCISVtzejBUdMdFKZegRUL3r/X3VUkuJcn9cpntgO/cde4Xg8366q6BtJ6TLC8WW3o7fHxdHW1HZSlQmj37z+UyYacJQ0G5TAUa26UtGYaVUdR0kHhahyGPCKl5nL3sDvNFZI+vL+dyry+2AxpaHO16lbaxXplpYmS5jYfri8usgitKYzeavH7k5vX0JIuIah0eKSxuSvi/C8J573uwCNjMOJFsZnVUIDqqEADikcS6iKh3kHqIh8dpDFaj/TnPhL12Khes9MdEkqgs2cyF5iBQFQ293o9g8O9Llo5bN9i6sOlgzdfNs/PxwDA0vgFT7GI5YfzYey+oC1f0GrNKbt7BDlbqc+NtWqiCoA85JR1GIaUsqaseaBGWxV3817N0PNY3Z1mnnJ2QpMej5NH0XNsDxG5LR3jBlKK66bEhvmz4xlsyHnh/Fmk79PXW9a1Dy/Q0sXVFZzjME7HuZT501c3q+trf5za4+Fqs2bKN69f53GcW4MncmBebS6uh9WWmluzc0KNJhwfH+/ubw3aGj/cPkpe18OpNFtfXq032zJPaJ6VAimHyavX08nn4+V2k2AqEJ8ddT/Vg+UKDzbTovlNh3UO0F3hssgVnGBEl9EAA2oXSjZ4gxeg0QswA6fnstaNXeePurx2v8TxrLSN0XlhUT3oBfGRIowAzCSXWpFI8QynQaTLYvd5/MlJwmIyQ8cQbQmlni38ZrN5/fo1wkk6V/uFLDbz+I7gw9izmd3MSXF4mSbRRFGYj+uhnI69AUbIfj9+DnAJOtLxFCdYqNAe5m+1xTa31pImwkVQWgXNGZ2GxDz6Ziy5Jmen1BmYFc98yWc78RR9Oz8pp0IhTM1F05hTLq192D8Mw/CD3/4tQXn95fc++/6LFy/H9WZ4f7ubaytzm6adu8kwQCWNw2qzSUmFAvdmrdXSyjSdjsfTPM2z5mE/z7Noq27F19vtahjdzWpN2lkECpR+tV0pXOmwRquo7W5fKtQFEFLFAe8Fdlw889jafgBba83crDLC3DSghGgClZjB2b0A5UmBsiuuxe48RQzPsN2XMpQOhPtvYaq7Cu9cuz/R6KH/VITRRmnxdYClTOX8orPue/ZMOElm1lqb5/n29ra1pW7mrHyffK9zlSAXUi2AuXiZTqpJRKyZRRy5y8eCJa0rABVppSA8xFDPAap7VRXMzOHWDPBmTbV3CzmdCqBwEqbqrc7NemKin/28BXRrWmiUj7Xo+bzyGQfsiU3ErbHNcykp6+ztcDp++cXrzVUevvfvPPr613f4+rvDNLUP724/vL2/fX+HpmKRRaNpWDmlRZshoJR6eDzWMu93h2ma5tLmasfTPBWfnadSvPnFdjsdTmjMkFrr4+nY6rFMjwnzZmC2KaMmWPap1fm+1kp3dVfDQBPzDGYCmUzu4hBAgQwkQA3i3TQLXAhdNBS6b/KsE9hZRkJZRhaZf4RKeWaL0EP/tqDLznTF7llzOMK1PTtendh2qOri12FRmUu2KBd1i+XjohGP9brk8NFrrQzu/XzNDijY4BJ1Ft5PmoBEbzFC91onUjSJmamOvpZuI3A+Va2fDarZPOQ8I8r73eHNmnuGBL3patEqws08pbGBJMs8UyJZVijSzN1bcxPqokmc1BDBpGlGPftGzzkJ6bTaU6BvKq7HUyq3atc6iFAfH3dpxS++/xlodx9+ffj6V7I7XLuylCvFfldpqRzrGjc3n305vFqfPhymVvUgjXU2n1o9HHZzKUhpIFXS9Xb1Qn3U3pfusD9cXV+MPtiMPEiz5o7jaZ6HPfLloJbZsrcR09HXA+ZdG1bAVs2zQ50r9RN9gCagZUcGU3T5C1RKCiOzAO15IkZUloFRuv6kwGIb1OXZGe4lwEoJ+wwu0Kq7ZXAXdxOhI9YdzrPKWESINLRQuKK69JkjsBTnIiCX8cxykmRfk0CiwedcX13e399rdOYIf+xMPji6Dwaey1FI0s1IhZuVJhDRbHOBe0rJuhcfh6xrr2BhHWit9l8pYcrdXchqjuXohEuUcoL5mPN8mkUSvBIUslm1c0u0Z4Y8bllzehLJjx99CZ8B/t3jcbzithLtsNt/0O3loR2u1unT772y+Wf/4p//s9PXf33Fhy/S/Sf5tB3cGi48v/7kd7766o+4nz/86rtSdvv7Pfby8OawHm+qiruXUloxUS2tPTzsVejKmbhoXGecTqf1dr2vh0F1fyy2USSW6SDjaTtshkNTrwk1sSoqFA+FmRyTIxNJmB0JyPApCbJjpKzcGzwRjS4Qwt0tAW3hjwI39XTf31wenk3Mc7PzTNTATsj30qOuDHsAHO7uIurmtuw9epicBA0uPRsukB6qtY7QloYlS7aKwxvpzeONnSbb7XYkNSx1a+c8DIiIN2PkFwXek05WtO73udUCa5pSO53YieC4veeAuz8rKtYvzsxcpZ8mVbq3SLOp1kKta9JmrkkPpz0659eE2noc4pwRYouupNM1RcCW58s488AMhfHMxu9PRz84d7O8aPd3j9uXF7O1F6+vhyH/6q9+8euv376AqKSpmIm3Yt+/+ezv//5/73L7WX338NO//Ivj23l6Nx8/zLb3d9/ew+6vP//MPAoU/HF/qA0D8f54muATZTfpZ5thnObVzYVP+4S8zunDqYzblaPW6ZFOdQiroihKQhlQXNePtSZhTk51Jrq6ZwGSQ4kES4SQ2b2Yu3vq8fce/QxZsSgXJ4nnXvzCv59Z1QC4QVeSZ3Mv5zSS7uI/bXR3/L0X/3p8GJznV1EFnfR3AK3ZkjDh54voyJGAs7lx8b8Aqmqpxd2T9C1kh8GEe4nTh8ij7qG1gBeR3l5baynlk7s1w+JLhXz+xoEkWUql5DKXHkDtlUkBShyAWS9XVVWzlpKWWkgFI7wRdH33//pNndWoI5qWLb8BjnN0mU8sc398/esPry+uXxwG3bVTpc6POeHF9Ybub293A2WTxy++f+Fv6icXmx+/XP2Df/iPeRr8rvzsJ39pHK5ebt7cv9lcrVPO867+8qff7R03X3ymOY+Dtnsz0MzoWK/XPk1z9fd30/hCVtaSKgyrVdJa1cW90OdMEzJZUWH2pvCBNgsnSSdrqoQ4El2jHR1hyV1DVznEmSWyydmzh54oGg8m7O9wHxc56DqzY8IlA2DpC8aehszFH+m6uSvTRR91amXppmCdr4rGrlxCANajEPHtASQcOJfdhSImqCk6J7iqEkhx0uhCWCjeKFRXgZlRJfqqehfQhkSHt1pSznSgGXPEDFpQ72cBsmBZSaHsj4cFapiDbjgHakm21kQ0oIQKVbW2MpeW3EmFLzm6kPBL5KngGgBU9VnspHucwR1ah1NPW/Ph9hbv/OrLTw8PO0l693DcfJ7zOqcs0+m0Xq8H7t//4ru//4PLP/jyB3/4+7+FQ4PN77776eGhHm4fTu/mu6/vboYXX//V39798r5WTVTfrLefvLo8zuPd8VBac0D5gx/9+O2f/2vUciz64aFenVpeqztz0gvVw1y2F8NDK+ux0CCw5EVhGVUFPrAK3k02TRBggCk5aGQ4JYeCiahKtmjXAArFIU4C5lBzY48QqVn7WG3Yov88oj5g5725VMrFmkUzm64Xvf815Ogs6YtecKE+A6yL0l2EodXqC358zhVgAQ3VjKJLLgjNXFRolrqu7EwbSBfS3DN7mTzcg240NHMDlO5Wal5n0M2bInW0vSjssOnWvFqrrQxJxyG1ZjkpydajXnJmncwMiNz+3vRTpPdC6d6kOdTNmmhCh57hC3kgld/wUqOdlZ/TCp6R9Qa73+2bvTJrm4vVkdNqHHWeHm8/7O8O37++Gg4ftsN4s738we/+Ftuu7t8f3vvPf/LdV1999X/5r/5vw7wZW/rJT38x7+ZmaObz6WS7Pa+uXn//h6/2J3v/LqdBG/76z//V5+uN1xOcTMPjqaw2WmvzyiHJsVYvRXXzsD8m2Shc4ckrBVkaHJV2NBxPzXfwXeK9467ZHjpRKIqcVMfZs/JCkTRYdF3qJ23JKmLzJud030UjCOHeSAlWRZbUd5IRNO4BQi6adnn7Umzn0Zdz+ZZu2kjSIvRjfEofcSBSmfjsEjoZs9BM/O3f/fEPf+v3fvG3f/vnf/FvRKS1RqGQafnujjIWGOz+rPBuUdQ0Q7TsrGVeXazPYBwBMN1B1FJJqtIIlWGepZaTEUIxOGFKidoSVW2txSFzWJzPlHIzG3LeH44vNov3bRbJe+JLLQqfzm402v3ID/C+xs6liOwsoOZzKatxdT89urfVwKtNnr2cjvs/+nf+3W//9T//R3/whzf28Ls/vNlsOH39t9N9e/Pt3fe+/+X+w+54mmnJpjKdyjwVN4jo41y11P1uv9msv/ydH1Wzuttb8UG0WL3KyTJOx7nWDXpdT8os6pjmtn2V23iZ7yzVVmAqSIKs1NYOVpncSSQKG4WemQC07NTiLBWHGe5NLtJaYneiaiJER8ytzaZKoSQ4xicNanCXRDcVRghHCD93qVu4626XwmcmzJ86NJ2hQYdbjMQdYmH4GJVDCxhrS95of/cCRN0dECd+9ld/+xf/+q+rtTMgCbUYCunpMhwuItWW7lqEWzD2YDQgdQAop8OFvnIhLAqGnvJPowvDPB1V8jQf3VxTLmXWJHT0pGUzi8O4ZGGZt9Dzecj1OOUktXZPyOnVTQStznlIcSX+TCkokwi9LWDKn85qgH88c5KuX17e+W5/ON6VHdw+u95cbfMI3Y6bq0/n/c+2r7bbT9bj68+v6+GvdPtZLm338HZ9M3/99S/LVDcXm93t3eXF9Zu33yVRM7gbhLvd7pR0ePHqe199df+zv33YH4dh+GQ7Zqs7L6VhLl5mz5ukmmc/0FrCMB0edD2SqmyEJ5VR/NRKa6WHgwUQ80yIO+EaNxfh8s7qEbrYXxjdzZu7EZM5pqD9KuDoLUrx852RSJxURIBEqESzceQl61Okf7gIqsU3nhP5eoVZVCj19DeHqMRWCs8r3/MjHdFuqbvRAVVxjrA6FGhwSC+mEpFaa6sN6gln1+tcaPrkaXnXrUDUgSxlJVamk5unnNyaeYv7iuzOWicvqNOppeaweS5X1y9smne7h6gPiSpEN4iw1qXTjINErUVTgk+S9HSccL2N+3OPxF3p1VgLvCGXDiihCZ6KOnu+Kc51H8vjk88+Pe6OU5kfH09ffLHZXNv6ZkhZVtuNnh7+vf/gH2V/f/N6dHsQDsN67Y/HH//eHz5+8+F0qD/6rd+5kPU3P/k1DqeU1CdvrTp4f/cwvHhpp5KsDevNy08+n28fC1pprVWbk23yCu42mTcVR1JFYwJbK/PjTvwywQUW+YytltYKZIACaWlGKP0/UtwDHcWGiTsp6giqsieWNPPWjNGPFYpn2UzudPcZZFvoox7mY8xE6P/RlUxKgSl9zCKEClSY/Fyr5AIapVtBR1sgY2RXLem4PZcOWPaz657eQhsifi4+MTsej+FXgJ6aezQlW0Kj6D0nz3cDogsg+pQGeK1zq01VvTQ3F3okXpu7W5ubDePGk3qtKflU5mme4WilznMZx9FW5g5htyPxTSFbKSnoQk5T6fwAoKSZqYaTGCWOnQIJtCQqVu3M13V3rfsCz1K+AR30iy++Z7WU6TTevEqXHMZxNUoa0taL7m5TspTH6f5dvtzYsQ1paOOjEC9urh/t9Jf/4i+taoL40mNDRZqLgJfbi2bmKJc3Lw4X68Ptw7en3UUehou0GnST85CKuBMWcWGaDTJMjkGQzJMKrJnNZqNbcwG1txEP/50JnsIJFSD30mn3PpPFHFD3FoHwuU/5CTP93Evs1sfPfW4AP1dsLrnBTphLA+bmhDo86r6EDSTQul8WIouWhEldhXGlk/My6v3gbp6UrbXFunXwFVpWlnQ6s6eOBiRFojMa09NeG7lQ/0Y6RGSpPCMjRzpCZ1Fu1VpVlTaXh7s7UlSWE1MrvR5d2nSMwPPc2jydvJlZa9VPzbYXl6CqRlPHPv7GAWsuSUlo0mk+CcW9BuNQSkn9ZRYtXvuBAwhoSnWaPubZOj56guZdVzOPq9VFXdUhD2JwybK53I6rCxwwaBmGDGt5WENd3JuXJOvHw+67N2/vf3X66gc/+m7+dfngk5yYxAHPeXNzM764LtZqKavNWlwurq55KDId3T2R282w2WRIIU1BTcRkXuomr6ZGzk3oAnOrbtWtCZzPRLOP5SAhpDpcPaL13V8UN/ew4wRcS2udWA7q+iMfqfOlZ8fnrI3i1whtdE8IXOrJOjUSnxZsVmusINAYTgWA6BFCt9Y+U3miVshwks5EauhRYlFSH1HniHImh+c8JPYMTlkyADvp6gtZJv0UipCtI2WHNS+TyFBwsFqmaVLVaOsYHrWoW6spJYNDNA/D1CYzF02gzKf56hJmvZME4K26itRqWQe4q8h0migJzUBRRavVhsweAjE8yag7PGmafMJyQnGudMGZYDgrEDDr7vH08uWr1mrWkZLGi5eum2H9YqUfxtWF2OMwrsXvKWKlHnYffvY33/7g8+//6BO9+/r2m9r+w//hf/+nf/rTw7upCR8Kjjk1K1N1iJoZhVfXN/Xudp3Xaa5ZZa1JhQbSSRFrSKRkLfMBHFZJDqbi5m0uWMFNYdAlQNsTR5bBRpHG1g09QKdkxwyIge7iqHPrZZwOi4Dxb7AcT0uB54XAH2XY+bNVI3rtYYec7CnGi1Q/RUYCjZW29HULVqd5C0fFnz4Q6G0g8ZRO3zoTBXf4kHO4Zf1r+mikPtoFFr0eO+/VneZ4PjJKWik5D9HZRqhem8AkeJ8hBxOkynVOmSKQ5hiG7DBVub6+drhqDp4ojk98R87J3FLS1hp6S2xXlWbV2tkoLWo9lseRcsK5MOzs3rEfso82SKQB+ery+vPvpWEFkeur64uLLd11UB1fjes1YKRS1Or0/pu//u7rb/7oT35Ps/3057/687/4SXO/3+02l/mP/+i3Xr96uV6n1WpIOojIuMrzNLnZsF6th/zJy+urzfj6ZjNoWw/jar1KKdW5aDCKU3t5dfHZJ5eZFW5WT9pZbncu6lOWyLcAkSUiwDPJdUhrzY1KDX9wbjTXhUXvZcofmfinfwKwRtO435TOZ2CUi8CenxanPOlg7wGRJWHONttxHDOhS0QGtpTtL3hjYbUcBNsyQCmMu6qsVytrzUqJXPTFEhL+NDthOQ9L8V5wlG0JvrZaNCf3tl4NohKJxU5RSTAk1aRJe82Lr1ajtaaqFFKEInOpIFV64oG5iQjgmlJrTURO81x7fklAjEgktSftuFAdBDum/ngvAmfh33pEJII5S86SdLy+YhqETlBXF9Yqox4M/vbNrx/u2yeffLbfn37+i1+/fX/bmpj7+7dv3393/5d/8zOnmTVvdTWOq2GspYqIt5oVw5CU7ZObC62FzZNkoQKi0HaqNtlmvaI1lv3nL1asR7oRnnzOqANaYkOCJ7jC1V0dCf0/ZGAAknsiRGSAkxTz1FxKAwjKEliC8Dfun4t8oBvupzO96LaPjrR72O7ejr4T2HLmS4yhmbq0mHmda20z2ZbEPLfoK9P/H+i1IiHj0jPzl3pUVQUl5YEiKY6I94jtgt/C3VlIsXN2HEBrJkgOq61tdCA1aU55JTo6HNbcjIg2QT0p3ODT6TiuxtYqQXM8Hh7H1YCPV+FM7QJIOTVrBigIjxKjSDQ3uOJjm+WAJsXzB7vvH478R0n1oXeUEOi43lwO+fKqj6WaJ7nA6eGemwqi1WneHy5vNh/evP/Zz35xf/dYi7lbmcu3372Vg8jRP9wffLVpXldCK3VYjSZirRraZrPy+ZQz4C1JdodYyqLNZgAKza4oPg71Mpcfvl77h1PO2/e7k8sKdgCGIitmykCsgBmYwf4DMa0YucmugDZvAnHkUmcgw7FsoAMNnb95tjqLMD1J8LJKf8eB7k+H6EabhudhdiB0Qe8IRpDrjHlqQ4ouzXD3ngTdvfqPMVdEB57FTmttblPwSyns98JNdSFVYamGc4OOnj7NCljP/vQyTTFJkYCkQRFFqxGefxIiFxGz0gpJiitQjafTlFKOro7oVdjw81ERUVH3Nk81pZ7zFUS8uSvORgILkQGVdKaYOjHgWGT741VPoNBprVYdVxBCMqUpnMOaYrQS5dB1nt/f3l5w++13bx/3x1pqrW2VVtv1en97GDFa89L8UPar65tRRV01STGW1lwtr4Y2HayZah50paYiQ7XJGqw2Ie1kaS2yskFPn19fpc3FL3dY7Y6TrRSb5JPlsQ6gOhKRjIlIkExPJqcRUCLRqwPgYI7J8uwONjqAJpHLBne0jwzLR0K1uBpLSPgpIr8scTzdk8zDEPu5au3pA33xfFR8WFrhBF41twiu+LPXR1ZFJMWfWa4zvXl9fXN79yEnTdHXpndIW9y93q/RenanA6SSLZ4FFOZeK5yiCe6tzRrd1gAIlWHbl7RqumRB05SSmA0cc9LFEz87b+wJBc1ySiCSateaQRqBoNXaJOfnWjH+UU3suYI4+4UR0cNzmh69CJmkJHWhSYOKJAFm5FH8sNpeNzzAbf9wp5L3+93724f3t/fToW7S5eXlxWk+WGvR261Mc6NshlHJzTiWnOvhtM5DPT0mchjzfNzfXF+40w3iSdy8nOqxDReDT+6Ts3Jclca64uFC0gV0Yl35ceK48tPjsMHaOTtm+gyc0CbDAMtEVVQFtFi0cEKxAgfYHIsTAXcIArA8U1kLH4dY3bNInre7v+65r/+UgYNgTn8z/wQAaWYXSZqZyNOHRZgxfPfn6iJ8m+bRGu7JegM4Hh9zUhLJn+n6kOszsMUCY0O6o19Pn3bDyIZvmhKroU7m4tKnW7vDUlLRVhpAcyvTUZySsqquN+s86DRNS+SM5m1JJEVrLQ/DPM2a5HiaNhf0kFM3Rq3TOcUg9Gf47L0sKcJzfqbsO6/3nAdUGpuqRsbFMGagsFZJFMnwQhVv1f347u23m+3wV3/10/uHg0Gvrre+s7fvvvWDqGp5nHPLbqhep7msDCnLfi6SlHCDu1kaBqlZqGLipSWuHGCVejQdmZqywh5NUh1W+zW3I9qPr1dfyHSH9ft6fNeGN6vVBE5VWkWbzTZmE7GCz80TWMGSiYTOBmX0bKPmnglWt6VPzBNRX9u5y+HiZZ4jx362Scuq9WQGZ+eYeA5/+DnN7uz1uBl8q7KvriK+zG+uvsSQRL0197akTX4k3iDYh3jxdDqJcMxjCsacxp6kBl/waN9+jxk54fR1lqeRbl5brSnn1k6iYkvuQGTHCGFeo0A+Biw5qCnnJPvHu7Gugjhh5/IckQYgNPMh5/k4qUqZCzguzmbEjazzzIuV78cHUKVV9D7+3odi+Zl4Oq+ECqS5uoknohrbXICJngSOVlSlHY4mp81mdff+/v7hVOq8TsNKxmM7rldbKz4fZySUU40uwh9299vXrzwrQElq08GsQMRMZBjNPEvyuYmJz16rcRZtKpWYIQM5YXvRTq2u3OdTWV+M4/q0tnHbjjfc3q9XWKNt0TZe1mwD5gElox5Rj95SUxH3wQhFghuoHpGNwABoi//fH31NPJAfztr03ByenUDyxSiT6PGaRYyfFGGweOFzubk4BjEXlSWBx5eCY4enYWy1LfGFrmP6d/QwP90DFZoZDo+HBO8zPjoqgKNn4nszG5TVseQUBkZkMxcFaa0UUS3WIgEKBqaeREhH9Hl4IikErdXdfsopRxGSmwPJMYeGbmZCtmqakoOS0/FwwutVvNla81699CRuZ+0oJJVeFraEZyTqPcv1/JYUfgVdHPBiTVdb95PNO8/urYKuqtPpVIrfPeymuSXXzz///P3XH8b1uHvY1anBUUtjJA2azWW+3z1s1p8kTadSI81pI4AIciq1jQ1iigY02tS8ePKE0mQiB/GjYZpWKoNzgJ4e9+45r/KKw+SPp+TzZiXFtCJVh9Ei6XIr0uCFOgEzBXo9rFcpG07WUN2bmSMy7cyf2xBEfNj6cApNESbuyrbHS53RDsqdsAoHKL1hbWSQQLQLvaie6Z2VQAmPBJXO6LPWFnKuqi1nzOWJ/jvTTs82NFKIQoijaS+fhbE72hDG6MlO8gT7GZtt/VVupUpO7hjyUOsxJoQHu+FtyXXtVDz6/D+nm7VW3MVDhQYOglszRjPllELXPx5Poslr0Kti3Qs7Ew7PxM6jCKZ8dK7RUfXHkT5cXl9g25qXUtv16lLzakCeH36pL18oDe5lPqlKFuzuH+pcPn316t3b706nUu5r1oEDMRsTjNbcVcXc57msgXmeoCo5S8mtHJhSAyiRReBiQvPp8UQIG3wGZkgRJOLE1XY/uF7Iqtp0OB1by+NqXENP0HmzYoEXYoYV95koYHHU3vyTojAKNIvDFSkBTth2NQpo0Lkezwtwk1ozmIbxFABTWc40CTh7i3AgXNKY9tkbOTzRmOGbk6BZSsmJ5lyNXUfH2JbgsrrAAaQwZy8CM6SUc4LFnL5zV5GnrYqfkllNXMVBQfTtpUS5cC8UdifEEHhCGqSWOqZMoM0lbba+EJPR5SvExtA5rRCf8+wGo0d2dKR2qLKrOQSWUPMa6FijUSg1LHxKqdQWTfnxEXHUhVVEgeJPt/dk2z+iTsQfdvdppekqX476+uVVElFz1ke3K0qu9SHNh3w5vLu/3e8Pq9XqeDpEukLSPOp6OpzIqNJQNwhEIXO10zQV76jfzEwUkpyekqK4DEDxVko91GGzwmwUT5baoaqIzKzqPu/XkJ0/btNmb/PhuB8344rTbKfTesAEP4Fb+uyswAlWqBQ7OppRBFlQMlCdTlRCBBAxYXvej/nVWkQZ3a8JWHXPUmprQHOv0Su+j82kgYZzQl5XCqpJVLs3AjhQm4kI3da5c4Vcxt6eNUjQRUptVF2PeRhtnoAG+DLG07GA22EYVNXMUhyCfip6EhUAUMRaFGdGizsBKxiuSNRJWq3zWq4AOyt5ildriKT3RVLNzYjIV3Fr1ByeE8wl6ZKkIuYetL1qMveU9HCI6KU5RDS1at3h63K5SKnHu/RJVS4Lt4CWJ3muqJKFKtR8dTHqZkM4rA51j3J0RUrZ3R4e9u/f3z8cphVXQx4ep8fNuBmHNfaua0jzw+GQBp4O1ehC1FZ2j4dpyKu8IuiitTWoEBnD6K2hVhSf96d68O0m+VTcXdZqNDsZTyTdTqeN5q3xaMdtznMdDoeH1chGLZl1M7AAFVwB1V0gE11j1WHVkEMyRwKOCsyCAd6I9mzSZqBCc1IpMEAhdI0WeoHyF8QVolAbo31GMxRHMzc2Ek0wt6U1F9C8jYKsguZQ7T46id712VU0SJS8WrVmD7e36yQp94TPBeF2P+jVp6+vLq6sWlpUdu+wcLaJQtTOnHZvjn3qHs8xgNpmkQShUOZ51qRmZs1EaN5CYIgGMze4xFSEThRYa83aEHNw0IESAQpVM8xV2axEaoo7kqotkcBz0t1ZWB2eUn7Sp2c+mOfciOWliToStG3ii88/4/aFsIlVUXGr0FqnBxj3uw/393uS4yD1sZCy2W4ev9v5o6WS8rDKQ7ajXW42H44HoVMDmqsZSE6n0+VmVd09D8hjtTnV1qZWDrM2bScTUU2o+9lGU6odDZT5oV5+Uk5lKuVe8nilRzPdT8f1Squnu23yKijw6t4gSigwEwVB/WEAjKgJqIQA2VGIaAf4vMMyI3uy+z5Br3sUyHdkGKneEYoaSJKi7E0EHU4XWDNvCU6ae7WeZ6GAwZ9Yv178E8MVNLhsMzs+7gZhTArjs6Ye/frIPAzDakUE0289gz5qeNw7exZsDZ96mfbAfa9iAbwVQESVpKQkKs2j1ZJ51Lu5CSBu8ErxAJy2pNjVUltMYGJnh85a0RxJc6l1nltIl5AWk3bcPwaVseRMST8aZPbEm+CcPAhABgnsffPigpmeBmlV6lHzyk8P5DCfjtcvPp2nw+F4VLLOhZDt9srd1F2JrFrmaVyNOQ+qQkpSKfNs1qbTnOJ2iGoGTU4UeBMIOO32h4dDYkIhZsHRcXSeoJPihHlX155XtV6n05Zl2t9v5LSyfbKjTdOaj2s7Yg1bOzbABr52rIEVZEMfgREYnINhMFDhSuizFX2uQJfI4NIzBovjACydYJ5xlXAwkvHQQFh0mSMonhIGxTrpxaBXI64GxMARzTmq4TqN2AzRSc4B4PB4GFSW+JXz3JW2fx9EJEd2vpm4nzXSsy1FH1TaJdMNSzw+9F+LVPIyu0GTCpmS9sI8iexsCDkMOUyIiDRHQPJz3zOz5s0SFX5OkRfE4BDxpFGG1XpLwTM/93Hy2PmRNC3+WDhdsdiU6H/2tALu4uK+/eQG48qU+/2JnASerSTl8bB34N3bDw6qiIi++uzzq8trn2e4k2pCtHY8HLcXF9uLy+320jqLArgfj/syn1TVqZGcQIoBU50fbx/Kbk4mUr0d53o0ezRM5Ew/oj2USxl4qis5bO1xaA9i0/VQtjyi7KWUCxxGneWSsqVsyQ24BVeQC2IFjOBIjPDkgBJD7+8OIfVZs04w+ELCPSrfg+Y4F8873CKaAQ93BE7pNXWMlMcQ/KUK3lvgQDcFxZw5D2eKDzhPL46+WtbrfBaS+mwTsSgTcztNM1XdLUWkCSqdxlwctKiobo5BYQZZOsj1qKS5KMzMWhUdrR7TMAzQ43Gnru7IKdFaa81DZunLvByeeU2LrG8JHpjuFh2nqrkkhZkAp6kN6z532c7Q0p+1Wl4cdkmpW347q1BfsqWeTqiOadb5+mYzbFZAgUhloq0gnE/3xIv1kA4Pb6fTqZUG5uurGwKrVLHZ3N63vN202tJ6o6dTpjvTy5ub22/3McxEKa02kHOpM7WoNCbXPJW7cnj0WtvsdjKhJGo7VJiIAoM31gJTJk9Dmk4X8vhqSAfbjYkz+Wg4nUQGXiW9H66mtbC50SX1LvWYwAKsHCYsYIXPiUiUAShLv7FnOrSDLS6O9hKuYYwE6oZHzt2awgdGOCkxTaN7LsalkhRLDNmpGgiiVwo1M5Ki0systJQz0Li8oE8nYltIBMDsVz/7+dtvvqvWpLveIXuMxMPufJ9n4XSx7bBXQIniLMBrncPRESBmOAcDbwZQm4cWUZEYKCcU6f2XwMhweRbEYMwis9aGPBCUpM3N3EhdWq5FT3t/ZrW7ZhWBCDtVsUxR6A7Sx0S9KC5eveSYPGl1VPNGHepe7She0rBerdY1PFTzWsvN1dVgvL68zGNOSS+3W7hfX98MKQ8i63FYyiNtGJKQrVWzllMu4VwIplKK2ePUvMBOzU8uk/oRfnSZlUe2x8qjponyaHz0VNvrYbrw04VOl2m+wuOIE8q92mGDe9maXwAbYg2MjpVz45bdh9CbMZ4thaUORPmxofcIrZ/tOUhIL2nsgtApypikYIwEkShspIE9vn/Wab4kcUaLm2EcuiFzA92a9ZmIRKk10tZiXxYe4Im3j6vNWb//vVeXQ0pOeHPNIRzoo4mXWEJMeTa4UpZ6arijBYdGtjLrmGYzgZu5ypImyKVnAuiQmFXi5pG1J0KwttrcKR95mCDQmqWUylRE5HSarzcrizIJgGStRXNe6g2X4w300XveK+LPqNt/Y3syhiGtX67dJpv2bjePZT5YNZq0WWCX1y/LuzePu3trvso5Qqibi4va2mYctQ6DDsMsr9evsMP+WG/nMqg25f5w2F5sHdWRVVOxoilP4OM0HafT2Izbm7I/lcmCidIkmoSz2MHnQ5HrJBNdkrbmVlfjdCX3xrEqHjm6J1KO88M48MJ1t7k0AKfgrGGziwkGogIDMAMJrBmce2etjx7s2xLe+UJ0MHJrepB9SQMLyTvzSfHWhc1B3wZ0xUUSrO6blPlMd5g3EYW7Sg8UMart2LugLOU5DiAl2W5WrczHxz2IFBn6hDvs3LMzPK9eq2T98s2NjBr5oF4TCS9F1jnIqXmeRdWsWo9FiJACiZ4OKgpCOhMA9jKAbmiiuiiiUK01TckBVT2dZpE14EA/IWZLs7UFhMeBoosmrfM5j2Sx6/4RaHW6eRmuPiHvNbXDfn+4378f5s/StJXZ2yxJH097qw3uIrxYb4XMYzKfPrnYJt/6RLqPrlwnyLiv96txeCyzZq2lUhNgLnaaK6EpY2hWvFLSy5efffjuWzX3yYaGvEqSEo9i1apbGl3U3Bqzq9EPfnV1eJwfVrQLKaX2jnPHols1Jx/W255GV4EV4eAKKI4BGMAZaEmQOwb9zTlJkcyzzFXq+SJO6jkOc5bkjlEXY0RiGRpIAIqnKE9ov6AIF/eFbmjNRNjMstKXpsl5HAXmXu15TQrp1tzq6xdXD7vjfprT0kti+RIiRiYGuq7eC+8CMkdfXbKZNQEN5qWqpmiQlEeh+HSY3dHBdX80Ic1MlD0+1mkm84iYLbdv5qrSWkkpO2zI6XQ8Qq6xtN/3BVrTben0EhqSBlfl8x4ajGLW5/ljQPN5XLmuB8vJ6yN8L24fPty/z/j0pfl0aHT36i4ghPKwe/j88rO0TvoqNz/ylCUPaC2V1BJQWlLdrDYf5jkpHx7uNtut25zNxs3WibnV/TTlpCJb3W45rCrmHMMqCmUWENPhlLeDHx3acy/EaXtLY17JjkOaEkqMDGOuppWySUMFp+01qqOAE6w0HxwDEOl5GZgII0TDSH6kQgmQyxSvM86K+EOwNOGGONCbtGjgUXd3D3XovWIxXtxLQoAIEukTbI0+GiJo0RIBAESFQ8I8ewwF45JY5YgBMtZmtGml8lRZKXjehByIHBJ0SgzAgiF7QWD4H2ZOyUJVHZtrqXRmijT0hqDNWq3VoluYmZslVTczb/M8dQq/w8Xokavurip0qMrhdEppCEEUYTFbcll+I+k7jpkswKof6MUmPG2Pw7fbl46VcPQ26XRLHY+6/dUOoitrR3ip8zzNU2smiW42lcnDFo5JV0mVmlDq5HAzy0m2q5Hu8zQRtFJaNTKZ1VJrLRVorXlabQDmYazNot1kGpIIvPl8rAQSlEY4ErQP2WxmdSKYlak3kXW4z9WquYbTGMEij27HDtL7sX3mRT+pxPOvgjMF1XOZzukLZ596cYul+6Sy9L9YGJWPOmSFdwOgOTXpGRBEEYRIz8ePI6HDeDpOjmrsvKEvUHlIeLnxRL26enE5IvVIvJkweNqnjTz3hgjvjefoZU/XBhytzcIkosKUVytvMyjKleYVQPNZaik+1VqGlObjcRiGPIztUM0RvXQzc/hejrY0BaBoRB1QWwVi2CFUaN7cxZdFfTLjcFJyGk4+dwn2rnHP03aXG2vblze06vMbn09upUly8ZpffnN390O88fyaVCJm9fL65sYdqiJJTjYfD/tVW5XTPMp6bi2WfbNeJVU2Y2ZrdbPZDMIhawos41aKDeMA1XG7rYd7tyaqdHj1k80GpcPRQKcTzWSgO2kgmOhKo1DN6TWLA3oqjaOChihpTOLemy4QcAloGOizt+R+Lp7e8zUXfM6nDshnGV0OROw7zgLHXqO8xEq862QHVMSaQ6KSx5dkEYO5iWuS2qqouDfVsT0euM48jytxEFDhixU+uajwu9Zk+MxShw3mSD0rmEtyXXg3UT1n0SKZJITRVsU8q9RWzZqqwMp0OqDVWk7D5cphVCU3mk1ls2EapG2uFM3Wqyxpg+Gkw1wtJsicfbmlWTPo5ppSKYfWekuG3ilSnvPufVGDnU1DXizFE7W0tBPqDwEvX1zSTm5zm48Dre3cbL493f9kHn6w3knSX3/zqwIMwHZ7oRxhKK2xesrpVB7MNSWF+ZBUnI9FdMwpq52mlFJrxb0ZWEsPwEzHw2ZcD+s1YKq0ZsQyZ9C9zGV1MbpXRTIrEFCosO5pm1ubyVUWJIfGoC0vws3u1HQT1EtMupa4PaDLzsKO8DfV55k4WVgd/EZOcBzvbuXPWcuLXAadFEUaZkGOLzUbscSiqlg+0BbfOqe0OxxU1Z2l1qTKyClf0gRCHY6JpUE2LxzDrkJ68rx3U/sMi3ZHLyCCuSsE0W0hXBw3gN5Kq4WaDd7mXa0zdTxNh9Phw2H/9rT7dtp/sDK1cgJ4Kja7VZiJQoe8WjPYB+mtDJbild6AKYIFrXkHIaLB9Jo9VdI+142atE9jOccdfhOCYhiH1WrwOgX71U73a7+dHu7u39++3U1fvzvU0uZ5ipDVhw8fNutxyFk16cDaiiSd54mK1so8H6bTYcg59K0D0zxZs1abUIMDHgZtsLRageK1eJ1yTg2ACFKqzQFxa0rpZql5H7RJevOkqdaqdIFJ9C3q05FB5e7kNbKEQx7PxZ5A4LUlyVM+WqceLzzzIIuLcy6LDaKJOLcTXKLqPP/p/AogVMxTJMAlWih0/9U9Riy0ccxzrSA0pWomqhFrXdLTQs+IE5UZ65vC1aknsiF6moVqOjPbBCjUZmciot/yAi3cI6RXqmpCw7i6Hrevhs0NIEDxOnsrZXqcT/tS6+E0N/OplHmeynQo5XA83JcyW7PeBDBYMHcAzZxCVYHb8VSi24BQQps+RZU+1gspqVntwy4XxsE/3pzLmyvXNfLggEk2pE25y5iMeVf5pz/ZqZaIrypl97jbP9wza/M2l+nh4RZKaCpGl4E6itC8urc85GatlrnU0iy8Y6+1zNNhNQzDsIYO5uHgOSkqWq1M0zSkrKoiSiMNQefJMuBHKApP4iIEoXRBc4dYEzT3tp/gep7yit7ITxyL6fSPpnacD3Vg9s7ShUPcnfEnfrnnbcTuh2oIyfYYAGXRoZ2L7mSfvSHLMMDAF83BSHWiGwkmTQTHcYxr6RUaBCI+S7jpNJW5TM16XTwC/C1dqYjesNBFxKPTeu+KwvMMxt5QEt5K0aQOUyVBlUyAHt1LVFKKcaWtnU6H96fHO/F63N2edrfz426eJvdeOXVeGEfckoKgSvMW19A1feRT/V3heNUUUUf3mCu4bNEzEb28uQYVbYIdNQnpa55W7SFpykN+LHo6zfOpmEEEdP/JL359+3Bf6rx72InQa3OvFGhWupFeW61u03wCovuFC+GttlZbqV5rSmlYX1C0iwWdSQA/Hos7hCZOQfJiJFu1AFEipLPVZm12d2VTaUojqWjw5u6DgqKn2jsp8Gzdwqt9VlLwfLV4npL9dMrde/1an6LR37kkY3RtGFJ4ll92rw2IJoK9O7NGLbnHOGQ0MxCXF5vD42PSTIm+d71pXBjns2ISBWgukpiiu00yAjHMFc2BmBgb1+9GoRc0uPaM0iUXixRrFjtirUjawB02HfZ3Ka/g1a2JJNJLndz8dDjC0FpVUWtb9wZrfeSINY1G1QjRIiHeLOdcSgU5z80H9V7DRw/HEAvB+WSZCKbOMixmvZuCZ/uzudr2NlytGlxFq/N1etzvfSZWujrsbkupBmbVk89TmX719a/98lV7ePzs4jNIsnLyaUajoMGqO5rZ42mWGERtmOfasjSzJGSbJV3m1RZwa0VFclKJkuFaVykplCoWZToVXk0pRguXia5w0JrAU+AcWiRzDsKW9JQ4h/XT4GoWPYLnwvQRCg+HebHYwDJTiuzFVMv+9xy4JbgkvYPs8iHxmWT0fPSlxoZMOar24HBxN8uJOeepVIfrU/1GvDpySvo1KKFwTfLuzYfrl5fWTr15dlBcJCJIGlUby6eE9Q3esZHeD4D31vZtnkWuSOaU4Y82n6hxER0xlmkyI6iMmUZu4b8DiHkKOAtnsGtka6aaSilCNHNzF5wtkvScpmWJzoRGmE5/JrTn4WPn7cmrbZDS1aVOtcwVhnX2L9flcSqDl2nG8Vi8WmN1irs/3O9Xs24rKTJuL1vN5XHfu1hDdruHb9/fT9McOe8GnaapZFq1JsyrYbW50JToLbJtYk0Op3mdck5Jk4JRmF25CZDp0gBQhQZLwdl5A5DE1Fui02sS5OTubdgMCeIVejWYocxzfaxLg/kIr38EcgIfegDdTmQSBqeLsE+VRm/nsTRrCp4x8CIoCwrkUtgEhDvkDlVd6ioBFzO7ubl69+5OU8ZcAYgEYQlYBN4Xd9Y9xdxA6otPrmotZarLrOKAFEsse/HysBSPLlaj96tnXE6818pMKgSZKQyzgSJ0p5m5OUGPZkqwZjwej80aKWallsmsgbQ++Pg8EgSSMnBMSR4fD6+ur9hL8mNRYsmedWvx4GlJYW1NJWGhlUk8d5ModE6Y72w+pLWKrE9lR+OL1XQ8lKubi2neV+rVepMEFQ90NGu7/eFic9msMUF00JzQVMRE9erqcv/zr1trJmIGUU61fbjfjTnlpGm4XF3euAoamFY6XlR/V4/TZhgoIqnP4IhuYd4M3b0z0UgIQRIczXLOyVysZUEG1JWKqkyDbHRFEaVqTkzio9exPNrhuH/0boP5NBkbIAO59S3uiDSocu8B6sXB6SrqbKKeSzo7XSU4l9OSjdAU5zBESVLiNLVaI4gaPD9Jd4tBON7dWhBAM2t5AxlqbV7s3EUeEWaUpU0PFuor/LXIbYr+JISKRPMq9PGlrTIi4WBtkYVvAHIekyZNqbe4F6qqu8+lECxlRgx/cIczhnU2s1IKydZq5FrnpKfTrE8FLjCDWTP3Z6v4JKcpZ0FHAufWUx+9xhIcXo5pTAbuH08wEjZk/dFN2e32f/vXvyinmlPaHw8kHU2Ep2kCREWsFo+acAo1JU2rMV9u1iqc5+qgW23uDakUc7f1eqV51RWZUofk4DCMq3EYRlGJ3BUVi8C4nU2jFYN7a5XkoAKvAlPCzK1ZosewAUmShpRyTjmlVZJBNGka0uX1xeWLC1u26CPE7oy82U57d1v05AmHhHb2w5+5B76k49gitJ1DPZ99NDuTLQ7wNB1I3z0cNBE9+E0R7bxiPxLoGWjk42xfv68//eXd8Tg9PDzu9mHiHU53b2AGJBqMWw8VQUhzZKUFu7t0OXPArCURQzTDzvQqEu1uaI2eQBEBVXWVMtjH0Q7jiiKtRQ1dDChZpqHCWy90oVDMmFI6HA6as82zS4x6gIZf9cTwLQnUbilpkfNJD5jRRJ43xpnRTNKqNR5PcxBSqlkwbYb2Ij9+e8yfroeH08NaVdigiUqqX2w2w6htd/LZazmxDuppmuvJfbVe8cMO5Gk6DUMC1Vor1tJ2zJsrqtBhbkLRPOQ0bFZDzprCq9Hk3lwoqlBpiBLZFmQkIw2ozTmtlU4g0wZ4hqliFhERkJqVKQbGGQFV4YAxj0VGa3t+VFIQZ5rd3/dQrlHpEZqJfm5pHJIKWYidbuKDwu85DhELb1hIwpSCOoTM81FV7m8POtAKgxxkH0MgQEPk2AkGlaRKeCn1YhyuPr88neb1atWapxAMeowa4dlZQ+8G7xSE6uygy4NHCIbSIAKzVqqoWqsXFy9qq9aKaGZKykGH1WT7cAatmdXq8DyOp6koc4sWHYHBvSKyQoMnAgFLKR1PDyrJMMdZNzMXcXNon1u95IcD3eFjzAaIw6SaniJycVgbPDlEvEozUFU00UR1/PLF4Sff+m0br7narA/lGKjeV2O+utwIhMqjnUg1pP3jlGUzDMNmu6O8cYe7JCporcGdHHRYXYISDQiF4s0kiw5JUpZzd2TCJTvMWhPvgUQ3F2dzJEqSoFmgbkHEqEMUWV2TeKWZqwPmouLiVIqYDmlYr/f3yEL5aBpkd4MWWXVf8h4DEjzliYUd73LJs4cQDkasap+TtNDm7p6SUjCfjioUak65lCqi7kYh0YcNufSpMugN5RwwBQ+7ndlsznKazZFAQeSDPhX+hYqMQ+wibLVFG6h+YQtz21pDUroTFE3VT0PODsJcUyYTiWamKTpeuDvSkKe5gszjCFs6XBlEZMkm9MUmu7mLaPMIHwFAUgms2juldiTqy5H2PAwHHMLjJyihY57bt1qJ5JLcad6oolR4NO5hTukPPtO/+eXF3svacXl5+PLTrZarL7Yvt9Xqzl1ktdqc9gdmGdbblVyY1RcvXq7kF4nV3DaSTvPBVW1uw7gyEXOHN7hNj3ePD+8vLi+kDwFyWfIzTFQ0iZiBaObNz+ONwtNMakpT8UTLNDUHXWHK3pPRBKLS8SVq59kzmdXaRx3uzq5493Nwzs5cXhRUAJ/8yx7BCeF4RtFjidgFle7qBpKcjqeUREWHYXzwHckY5uKACLWPPOhODR3WbGo2JMmDmNl0aq056cPQhwhGZl47D5CNWZ2hv5Us0fwJLmSIRwhp4EeBC0U0wXl9va51rnNuDnM089pMlZEiJ5067FkJzY0iQTUtSwGyZ6ZGWjLhrdW5lIBIAqnW3JaGJO7sXaHD4EjOA5bUscDKYG/u3x9tsnoSptZoFqztBGZCaIS3zaC/9yl//kYbX9Th5k/+/R9fpy/afd399Kc4zG1gLpz8JIZBPNGScrNef/HFy/uv395P7WE+Zoq4f/rpi1evPhdRb63U4ofH/dtvNgkiOqZE9DZB6hC6iTVUDSrHm4gYHXCF0mPsZRNv9KaRAn5OAoqTv1hnkO4VoTJIFVlvtvvbD/rxKX3C5cvwoZ6dtPxBOmw6e+iLwSd9oe5J+jM3NdBgcx9yGoah1JJyqq1BogaoT3pQFTdTVXq0+vIoLGoNU6vrUdZZ6CajCLO7p7M2j87Jy8Xw7LMJ2TqPGqlPNTp8tu7Ig4CViStxtyy6vtguo0ONQDU/ze00zfPcYhLwPLdao5N6oEqatZCz6DJ1po/iEnIeS2mDxmh7aTYBuTWTPh7pKZIBIKUEcxGFxJhumLfnYSe25u3R2prjRsoePoGiTMJMaDT6eHWV/IQPB6fo/c6uX0oaV+PFje/vMFtD06xiaHARCKhJfuvLL3Wz/fQ4p5UKWGd/9er19urazYqbtHr79pcXCWPOquqEQgRQKODqqF5EeC4ARwvmW+AmEG81SqFCewk80RobvSla+DyaRHJyFioRRcRKIqmIS4pxLs8ey7C/JXYIF/fWZS623eBsi/Ve/HhG2aN1sj3YGZw7N0mNTDSR7fYycO3lxbbOp8VTt5xzmUvKSeYqQiedBXAVEKwNEzAkySKJCtTUnWOn05vbMi+i52It6Wtdxz8jfgmP0Z8E/LC7265fk5zn2ZByTl2aSKBsBq5S8q0G0+xga15Km+Z2OJ2mqZk5RckaI6ZyyjCz1hW2JjkeS1r3toxmzcxrK0k8+kwvcNPdIaoNJi4pQr1mAp/L/KRA7RE21xkywJMmDMlnQpWJLnAV1yz84adr/ebD/SH/7ddvfvjyhwDHzcsyPtq+GNuwGuqpUCSpKixRZBw+/f5nq2bTPJfqypwkAahuyezuu2/WgyahiQhiJi80D3TQzecqqkHGRYmft8ZomWjeWmXKJClUN6WJNzEDPNFJd2Uask8KR4TfwAZCNImKGvOYW3uu6iIKs9BI/S+2SIKTsjgiJD1ImMXv7uttiz5b8D09JhWDmgcRtdYocPdhSOHoUSAq4zgedkeKpJQQigk8I+DqbtVKs8OEpJrC0+4JPw43oySP0AAXOndRUWT0ceyFl8FHxgFUzZpGitRa0zAcH+fT6ZFEba3UVmobhjyOacw5JVdxRx3EJWG7HqvxmzeHnIcjJneoJHOn0GZLKVevYK014v5wolmjyDxP03zKeRDRGJSmSUkmVUpSTZTeCqPWau2ZiR820/5ekomMhuhLo1G5GHMYKStFWaf8+19e/vlfvf/pz493v3V/k26omiRVVhEZUqIaU4K7piSoSdIgMsA8qyjozH1guk+Pt+InSQpNBARGHYjWmqkIRFzpzSRRY3p2JCYpYgaumCSGbxQzOi0rpTagSmTYukWCYhh1JoMINJKVEyvzMB53T93t0H2kTpUvrElkboQDjiAWe6p6AP1zSkfQi1GiBIDR31uASBNBzoOquht6TrCM4+p4mgPYrcfx9t09lZlLWNVg52xnhp2mg9W8RmnVcgboZpHcRLgvY4wDEDeDpigqkgjPxAFsZipo5USQoiBOpykJLy8vh6zudpzm0zSb+e7h8K48lFrgGFLO6nnMq3EFNsBEBoIU5Nx7SXQxbZ7zairFPWpnnRAK16t1GgZGh5Igk5oFkFqvV94MgtbMzVs9d7YHgMO+iabDw2F7kVjFxmwYjGNDdlk5ClHdcpNhu65//Dsv/1//+vH/8ad//h//w/8BlEzUBFcYXQfF5LvbPa8vEyUlPcE0qQI0wFxAdRO3x8NusxozkUVGydErQF018E0QL8omoMBC3IDoFigi5uZg5Bj0Cg300CIcKnTRaFi0+DGCGCBPqqrncfT8uHteeB26sE/plYhphrfq6OTdAi4DdMjS2OMsy8DC+DhEtPV51sGrequNvbcxKdxsNu/efyBktcqtNPQy39Z7ebH37BRGNwYyqdfqgBvOoc6+y8sthP/YdaiqNEcWtmbS87hA0GO8jcg8PZb5JCqw9ubdh5TzMI7b9bgdx5zSehxLKdtVznkAvJR2KGU6Hh9P09ff/No8XV5dencq3byV4ikRHhZ8bq2VVh0ag267hXJY68k1AEFJKTrocrUap9NUaxPwOM/h3Z935/7d7vWnSadTeZxJlkErZDYWaGFyJpOVw1QVkKtr+cMf6Z/+qw//4l//m3/3x3+PeRA5iMKFWXVfjn/7i28+/8H3eHWBpGjm0iSrF0uq6q7wab9fj+MATypJhY5UW6Jlh9eZjoFimTPdBUb36JSooDKUozlFsoqwkVZz4gRP4hZd1kXdxd2bFUUOtzDG0jU0wikUQSRo4tlm97GC3eF4FmVfZNghCyA1Z6eTnvIcnnH/dq4ti4K4mAsTdWoe/DqtOeAX2+3D/T7mvwWX1WzJpu7B9Zhgcp734enZJZ3T887FJhFSpIq21gg4jEyI1Ccu2h0CdxhyHqbD42pYV0crtmvT/f1jHtI0l1pbqOJaamstiV5dbK8vh9393Veff/pmf4jBTaHqzAyutdXT6dTMs6rVonoRiyvCZi2lRHmCSt4rZtjcxtX6cDwSnE8TIq7wjKd+9/Nvb65eIdn8cPS1I3vLWpEqUpPBdWOiRlSRZi0N9tlnm9+7x1/+zc+/f/PJ69Wq5QRtTKhot7vT12+Pv3h88+kP2sXLNYdBIJJMKWgm7jZXiq4vX2Z3tSbWkpumJlYCjoo7rBprTJkxgYX7IhEKd4C1lqyrqNv6iHR0F69JMLvW1gYmKJ0mEIq5immFQFwIrNarj6SPeCrzWvwfd5Ml8rZQOAgXanFDOyHa+3Cxy1XEqAVSrceKzo52JLaCYvBxpeMwzuWWqlh8L++c0EdsQGjTSFhNz2MGPR3sTMP2faUIS/Nzc5qg6KJiqVkDs3urZYKiuUsSlGiB4+b+sH88ngp67MyteUpaaj28+1DmIzF88+HBJWkzBGtqDc5mPJ2Otdb9/tBKe/WDraq2WuOCaq1zKZ3qI0Wk534RSl2tNtbe2VyDeFtKCvpjPtR2sJkH4QAVG3zOmiVTN6CbWlMaq7NxuIAk9eNXX72adu2/+Zd/9g9/58cv1xvuyrGcbu+n7c3Nj34Hf/rTN3/2szv84s3F6+321dXV1Wab1IkyVVRLeQVJIMQsoaVWtYm60ZqoSm0uzelUi+XsBpUQp1AsmnhTYCZu5o2JSk8LagZgQNKogm+9gIgEXDVXVGuN5DAk1GcS+mRVvAeGnti/5cwvIhyye5462YnP6JXT6ZquiQ0uC3nS2avg1x3u7fWrV7d3D+RTnJOdN1qk05eKgK6qDPDUUUbXnjFJG4ZoF6MhVD3blOiFqrAl4MClIbhbqTpkuPWiulCYbpG6FKkiAW7MIcLjVN2zA/vjTJbayuk0qSZvdCvTdJhPdZqOj/vTP/zj3xtXENGKgh5zgoh67yZAc1it7JqBlAg02nkDnmPQOrXHh9NqCzawEc1NUkOqsnKFKVy8+eDJqTDMQ1bP/K2vXv3Z+2/+r//8z1/lq/b24RVW39u+TJN8/4tP3uxOd2/u38/lF7up/PL2+59f/vjL14PI4BzzkCVj8ULgEm23GKQhXOjQBFR2RWFU04QIAHaykWg9IdaFKmh0qFhB8zbTaz+nS7Vs+BlCcXpSbaS7qfJJQBn0TF1Uk/ck/mh1F5kljphvF5UNcF+q0hfPvdd4Rs4u6WjNKlQVZHL05rbhjRnt5upSmfaPh5QyiXI6Td5EYda6CPd8Fgal6X3IVzQPe6Zg3Fokby9dz/r2Njcs1/qECAjrNcpsdVaNme9n3tfM3dxJaTHKw+AGa+10mhDV00AEx6bTRLDW1mqd53m/Px7n/cPt4U/+3u9crBVLlg/d6c1b66ERD/PNcDZUY7wiVRXPrMZzdIUTTo9tPsx+KDRRDqjJZVMcs3nl6GnDYd10VZmNGclF25Dxx7//xfWad/v94+nxs++9GseUs+QkX3356Xadkwidr17efPWDr8ZhMw7bYRg0CcMBF6FD3AQI0lc1ibuLufYxucaIOkSKXPicFBEHUkpm5vCYEUhUuGUhVYuhz5qmgN57toTfsbg1KaXnNlRh9BresnRn1xF11j1caYHuIh8PzzOczmCpZ5E+K+wkzJAkLUQ+Frgqpcw3Ny+/+faNZnU0IaLNUbBLcU+6QI/lEHUUKSCWYhaGRgpA7d07XvZ3KaFaeiCyt2LsnfPYykQmESbVjxILPFo4mZlF0nWpzZ2asiZNSVerVW01ipNaa7XMh8OhlHr/4fAHv/vbV1crExird4/BrXdubHEzMRkk3Mo+59uZdMHWzo/FE15w/+awGi7aPGMqnE2dVZOnlctokqur6yAiDTpXMxcmTznngf/gj74a/eH6arseZBz7JODr9fC919eEvb5e/YPf/8FmxZRFxTUliiYViVbaVr0WL1Xoqqpc+uIpqXS0aCQfT0PQwrdAjOgNCt+JFqc6J3GHW9PIz05A6E1FzCGQnGKDVDK8K+R43M28r3JsPJlMJn3sZ5+4RgHY0099wQI95nIufnJgyfyIMFaX2+rQKO3vX2WOepoeAf/FL39lbkpVJo8kqyWMBO9tRmSRyAWvkWR60qARRjBbfHQsYCV6U9Aag/TouLcDIDdzJazVaLxEaq8G6QAmopAxHpStNjhTzu6uKaWcp9ME743EaillPgG4/XD/uz/86tXLbWDiJCs7z2MmvFkpTQdiab1ibmETzU2Yzu3T44w9r2Bi9elQVuvP5t3eZ4ireHLC7Njca7VZ7NjKgHlMrSGVapmQ5KKyWdsXL8YL3eSVaCMySBPyq+998uu7D9dfvBjH7Gji3tv4WegyVzMl3E3hsBbZxJKSS3GFtQaYs4nCYj5PdEGSpdNfWFMRFaneKAPBpEA1RMvAUB5CEWoK8goUASAqqMuEAgCAGGA+g46GnscAIYRIEl+kwS1qD3b6ks8eUHX5YQnd+BIcbXBNEkOnzVqtc9JM6Ok0NatJJTJ5a+upAuhGHNFFz5cGI97T9RzAWdOge20W9BMUjHh4fJKqNLOkWs005jQu99zMNAGt0eFCZUSMYrShuENFHGbu1oyk5gRAJSfNZjXyj82t1Hm/exiG4fb93ZeffvrF927ceocqUD0aPrq1ZvNp3tYSc5HPEdHOcfQf1PvogPjfs+0p9OIfvt1fXY+Pj8fxMttIrKVQC3OlNaaK3DAUmwegNMloTlMVqFy+uH7/i/efjC8zEl1bq7d3D//tT35+fbV+cX1BmIVVhkfhbWstKoyk0a3UWrNXVyrVE6m5RqmxUlSpRsLFQjQt2lSNSQkQqlHVAatzHrdNlAZKTEIVkEgSLdQgcDQIPBLRRLw+Azw9A7T22pCOKGGOuZoD3iI9DIIatJ6KqkCUSjmHb+Lkm/cETHFag1JPpxO8kaJMcyk5a8zNNjMR5aL4ltFzMeHGO4H0PGWJfKKZuKRahSOP7tl5c4962KjJJwFzKheQEFbAAIVbMxNVNHc0lRy+pIiKIJGtGcmUUgjQahw1Savt6O7urdX9ww7ODx8eXl/f/M4PP4n2+uG6geae3Qn4bndQJAJmJtobh7BTBLYkXEnn5dzMUZ9FkqSIN/3mV/fX11ejTTw1Xgw+ed2MOpKihtbaNLtUpuYDJFEmFyKRyk8/efnw3f3PfvXLF8MLfUzvfn33r//627ezv1ytPs05mldFOjfNnttCqxW1oDXCSfMsBqdG6xYL4o8ikJ406XA3m2fbvBg8SpMcgIWPryJEq+7eS3QiHat3aoBEbXaLlImPskH7zncV2Fl3XzgBLgIMALJIhFlDaUABaR3fhgRTtH+WRapuSslbAyhJJaV1GmupzWZRjVlFMdx+Na5LLRG1xtLg4dwfYQGWBJiWgED8Ls7q5/BWaFUh3FRkLqVvPJa2PhSyNTNQ0Qy1qaRW5nEYzbCwQCWAIoBhGMxMNa3X6x79CQ6i1fu7WwCHw+FyXP+93/0yXB/0bPCgZZu77/c7N2wu1q2ZmFPcoo4vbBglorbhJDngLvDnne3BJurSKt7dltefDo+7h9WLNRqq62Q6g5uUaeIQiDRTQ4qcqcBpeZSvvvry9pf7v/yrt+++PvitTTakQd/eHT85njarMZZWEWDEiGiEAraKVmkNABkjKaS59R6aKlQ6HeKidCHUQbhYGmRmAiD0JFC4uFlMqbAKdaWJ5KfFcsCeGoD1oM8zEXVHb2ECEJ175wLzzm+KyjonaNIpx07TR5Wuk6xwxg2RBCsEOqw2F+dAjzUX0Wh5FB0crJm3UvtA16ZkJLMFbJDl68+SmhbGa5EIANEGx8/zu7qZP5eHnj2skPHWeuyz1f83e//Ra9mWpAlin5mttfbeR1zh2p+K9zJ0RGZGis7K6uxuEGg2OaMAOCAIsKckfwMn7B/AEcFJc8gpOSLIGQlQVlVWdsrKUBkRL552fy6uOmKLtcyMg7X3vfdlFpuzBtGsA4fL6+ees49tW2afffZ9hUPI1oeYpjHfgrW1DE0pqRaisFpthFG01KtpbteXV+6+OxxbTr//ow/hCuIqplfvf3MDl2Ecj8ehSa2aFjNxI6VaYxBBhAGt+8pV2dQBJypZ5X4FpuyTRYsXb8vTDx+F8tr7kdYt3NWlOE/ZXMQ9ZDUZ95MfJ/IuVNQFTlit2vCQ3q6PV4Gxch32VKbsuLy87k62fGsMTpjbZC0GEstuhQFhZrjaJCGCrbpEm6CYOhmWSRLmg6FuFiz7LQSHq6qwkBUtkcXgYKnX2OBVbF4g7qTVugI2h+zdXQrckZlqhrqHltcJZRU6YrjzLWg6a2AyAeCFnDlvJKm7sOz3B3v7SiQK82azAbiUkvOIeX0fTkzC7upuLAgUTFjnMWI9Ixb2D5yAMGPxc5ii1k2UxHWW062dUu0W4cTMdXF/FnCoCg4OYpQyxaaFQ5hiCOZq9YglijG5O0vo2nUQdhRiEFjHcnV1WUyPxzG4/PHvf4+5EOZ9P4DU5qvc9/3N9a5JHYCi5eryTQyxqK7Xm65bg0g4eoW0YCyVYO5FVQSz/Fh9exO4RB8NHR9vyubhepzUp+KjWqSibuyHYx/pMPmR+sPRDqmlxgGTECISayRKzfnZ6it+zakdCSzRNX/64tXjd5/GxOQw02CmJXspDbyUzDYJvHqYViREbaoNs0FB5jTLX/kiG6xVgHnpYmvRz2TCzDDU8t2cLBcNDA5MSiacwERLdLrpLC53e4vOyge3ewgzzFQzMJbibzlk5+hd5ka3J+u9L5gBwJlCMe1uiAMR9/ubEFLOeZrGpkmllPrEpahpmVnLmEtbXzLhwpy0akgQZrxzFqGqLHwT5qJVzKPeI2CSGp9AXj7qGcHRxXrby8S8cXggmrzUKoqZI4m7l6Jd2zVNAFxtTgxEKHnqx9GL/ulPfhzF4HcjDatniZu731zfxBArgpuHMQipK8GHw83h5sYJKcXNyWnbrRhSb6Gp5BhDTSl3H48RchVK0DJFkrXYWx0KNz5OlmjS6EXtmA9sR9HJK6EiIKRgR6uW0Bzo+bNHn3Wvjv2wXXVDNnHbHcvry6tnzUNhJoaVEmCmZdKcyOsEwiEEh8BgFAQ8iysYvFKVcKuTDigQ2wgGtC5iOUFLLkQtLBcvxcB18WE+I2xeMw8ztZ6oyr5Z0bs5EgBUZ3bMTdL8IpbzfUlgWM5Vcp996LAc/bXSr4OEGZMnBBaR6I4qIeLqkxngwjCzpkm14swigcKMFy2CefOx7nc9h8yucD73wPOkqU4LfNkopwWIqENwdZr3EogIs4SEVatm6DQyCwujqqDW5o7ZHe683mxWq1YCg8EsQVi1aDYzeK9/9KPvtY3POjxYkvP8w66vr4NEESHykocYA1NtackNcA/M43GcRh1HK+qq7qAmhSScQrhv9qval75YrzZaki6s3iXuSIkyzIMh9pMZyWQxK7JLttBnhMicIC1zrE2FBaL3nz0eh3EYBjd1zeb4+PPXeSowg1rVChShKCJgradbLawE0gQIKAmCQGhuvbmSQyoOWRWryVRrCx+CVLxQ3EXEVYMEIhYsCDHc66gZcLhWP5W5bbgrQgmgRWZgrrGWI7zOWIhmTJxpRgiEKczAITnB4OoVk3abM5052GBOZETmrm4GuNVfieoymVkpRVJTXA6jHScbzQuxQnTWVJqnAhXEJebZpoiWwvjudS9waPG5R2YhNQ+CJQ9gydJuZi5cSr4ls9R3LBLESOEpplUXhSmrVuG/IOH169cG313vfvK975xtO7WCW8xtGRCY+81+j3nbxNzKuusIUDdxNpuHrgBilP5wfdhfS4giFGXu5+pdcvvxSDArxCow2b29OfvgnTK66mDioe1KFyeTCSKIk9JEMjo/aJL6sV47JwczR6aIx4/P1t3XfW7YC01kapfX/c1haEO3IO5EJiB3L8yB2agUCswhEhvY3ZVC1UZwJ6u2GYrijgJTtxgTybzCMffWmmPsJh2BNZNH9l7VYdWHl+pAElY7Lat8U7vbf8Vc4S0dD5ZqGXeI3IxFLn2R335B3XoAzaOue3HihNnXbjlXoRX0JzWti8h175zNJUjTNm3OecohxWowpKoVRZyVTGYExgKWAgcuwEIyXRa0mSoHFOYuLFZUouRyx2SpN2cdJ82Ji0PdL+YgNYO2QdbrLgWayiRgVg/Jv3rxddOmn/39P/zgow8eP95abW8xj5/rwa5u/dCXrE1M5u5W2hQr446rF7qTzZv85NWySojIXCEVgaqMgPtAPRchUGEvlq8dw6GL56+vXlJoShMRpOFQnBXk0hJGoayAcmJWEEiIAyGKBTRRPnr30c/evg3Cqd0kLccyfP7i6vF2BUZgYmEy4yrzVKr+KUjIqbAQQ9WyoZAQCTOFglITns6kUHDkYkoI5nX9zs2MYWS2BJFz9aFSFSc4uRtsGWost7vdQ5q+gdrXEtNnZsX964SFNgTAa0mwrNYt5JDbHng+pVm4KncxyzIucg5h/kJztSJBqjZqkCZKkMCmRhLcXSvYMgcBa4Wrbm+r+Tidv/2sj1w/X6ra97Pk4m0dvYwDqoQw3L1AnUTg3rZNiqlpmsePHz9+cLruErGLBAKlxJ9+9uX29OQXv/j1t54//uD54/qt71C45bzJUz4c+xQTsbh7EwIz1TVid9d6uJhXjxxihjAq5s1CoDrtZf7m2jEZiZISFRqGyfojTdfBxXrkXqdC/TDm4tKdh+6EWQxeIOBQcVAWlsgsIPYQ/f13H2ySlWkimIRAFF68uri5OcK0FCX3OC9GWVVc0FzKlF1z1Xrzqdepd2SaJQvdoVbqeBMsTFXpzi2wkxf2iWBMBjciEUAsCzlHASPnolYMyqFq1xBB3KyU/A2BO7+FoxxwnseLwP2wxTINp7uodVpa7GW97jbEAS/uIQZVNS01hYtU7gDPaLa7u2kprmZm0zgR3FRraBpMoqQmhSAhiDCaFFMKd6rKDmBRt6t1g81TnGX5nL2mAPc5bcni0DGzTsnMijCbeQwhhnT+4J3z8ydd20oF/oC2kc8/+/LRw4d/+5c/e7w5+d5H7y7qP/Oh4zM07Lno9c2uCY1wyFpSEBFiZtUqPSfMUsuUuX+sRipMbpgtwUHMgfgbFgIkBaTILB4sA6P5lL2QTuqTTUcaTUaVgmSSPHXq5C6FIgeWxBKZI3EAB5OIJuJ7335O7lGkTINb6afp11+8MpCZ9f3oVe2t7mIwkedxOGipwoUgV4aRl3o1K+etvgVVjxJdFYp5D8mNtLTigkywCE9U2VemblPJlUtq9fgTqmnFzWgm5H8j+DA3zjQP229J3d9ATKuuA7MTgwQVnL2L8bt0QmTgMAsvshWvo2kisBs7QggVn2ZiK+Z1sRHV441DDJVIqjbrbFL9iRbOfVU1dpjPI1YPRLBZBr0OooTE5/O01tFGM18Aagp2AnnOwsHdJITt2dOu27hlJoCZQCnGj3/7yYOHT//2737epPgHP/rQTH2xalyQWHMzkL+9uEgxRglZS4DNzKfZmMLqXSEhSGARNlMvKiBhVrhTAAu4ilzpPaYEqrkqoGVU772MikHFBR509Dxar+u9tv1kY8auh8WtUTBuJIlE5pYksgiLIASKSd5/98H5iogopoaYzfHqzdXrq5sQhThcXF6WMsZAiSWKNElWbYwx5JJVC1cXXji7sYGcGBRI2EGKwGzFXI3ZGcaeA2lkSwRRDWyJNJKKZ2dVFCWdFTsFEsXJQFxLJ78XoHT3G7qXSu8S5RKtPncXXmm1bvUjR/04q3/Q7CpIThkeY6gqBOqmtXFzEEltS6q0gpqysIiILF0YaulEMCd3YQZ5dbTDfegAviDvBDOdh1/zTeKY+QRez3p3r1oXTMJV58OYSEyVQwDzavWgW20qQwxEIA8h/vq3v9quTv723/wNKf7sJ9/XuynEXNHOFGPyi4urRiSGmKHsGgJKKfWYMTMm1qIxxhBCjImYJQYOwhINVeIOmDU2ZV6A+MbJVZkEbG7DYUKpa9pELFAvLln5OOTixLHltA1NAMEZHni2FeQ61HQOlAL/7vc+yOMOmmNqY7uZiv30F5/1Y+liSBwv316NY1ZXsAWhGEOAc5ln9CEEqFF1jDQir5waeNaAQMqkrH2JPkVS8dLQFClHcvGpkamhHH2kfESCknowBCCws3MSY3MXczG/W/lwrmOoOseoC5B8u0tDt4e906JWfAup3DawdWrucytvXpxp3j+mOtBePnfS6pihhnnPjBd4gYKIE0jY4ZVpMP+v+dVARPi2j7u9a2pyWtp44sU6pFbNZiDmuQpfYmsRBPEyjcyhJtkaDfWJmOMnn/4mUvfxF1/osfzZH/7AOJPN7AdaroID6nZ9feOqMSRVg1sMQkQpJua6UCqlqIjMiAGThCgSquofcS18pEJmHMKtHHV9LMv/RmCRNExq2UnB4LrlX4yNYoEUYwURh5Jz7m9KHtxzJdDOKi4yExKePdo+P115yebFbJq0XOzH/+df/nJfcrvpQkwXby8O+/045H6wPKrm0fMkBiFmI+Ew03LcyWEZeTRyZmefzHpjY7bSUG45r4Kx5SQebIg+Bh/EhmijR0dL3Ag1RIk9ERpCdEd0i6rx7gqAwlwcMi0mnjXjVPx4HhKyL7fLHDN1m+O2+rwNZQaq7O6tMEx18r7llM1nfZAQAjGFEGgZTtf1/YpFzjxWooqq12+yHH736XE1F9ep51IO10iqlBGexT8qUgYHFGZQJ1ctIpGJtAwL8mqAfv7F5+Poby7fXr+6+JOffE+ikwdQlUFeZB7g7nY4HPM0EdyIzUrDxEwMqYImlVq6wEcznMXCdc84iDCxhGDuLJElAGDmGL8pW0CzJI6qHfYTx2ilMM04izllxaTUF5jhZne13+2nvtc8uB6dCsTr2gItuF1g/O733hV2oQgtcGTVN1e7v/nZb3a7w2rdrduWilouRCjjhJwFM8Frtp6CuBrMqMDVbQKUbFQqNZuCMovnlnOiwlYil4Qp+iQ2JMqJJuYS15HbgAQ0zp1wy9QQEIHofhegCtd5ToO7NLNcE55zjsPZnar+4RLBd8GwnHl1FkuTab3IyxNRFSusCBdXImDNJiwClvpHIjA5k5qpVyXHavNt8zLJLd1uhtmWCUHdnL29VepJrarCrGpEwU2ZhdyrHFSlBUSpi7AtCallIjLNZvr5V19eXx77fv/i8zd/+gc/3KyaOoSvYtlev4M5zIax3+8PSaTkHCS3TVg2bzxETGM1YJRwd4UAInOvqnq1sFZVJgZVQblvYCdLUncz82JENByLcgigMU9iUpTcWUmy8aRhMGyCHIbcjIcTKXESDC6+JhEWLJQSZ6az0+533jn9iy/2WkwcAJpufXX0L199/WyTTiO1bRvcxYzHqS4lwxVKiETEDLesFNi0VNMtMUZxH+fMxiRE3nZ2sByg7GMy6aRZ0WrwqWFdiauIENPEKIToSO7RkcyHoHZ3i1bgbU5ISxmHpd3xW4nau9H8krkWAGdpuWpvQgbyENZdK0x1K12YcX//rs593OXuw7rtjGdY3pcBWl0MXFo3v107Xl4NMJ+5algUJtzBwrkUZsp59ierzQoBDDZ4MWtcNBfmyMRaspm6ly9ffPryxWsm+uzTr/74935wfrq6JWritmV0ODCVcn2527RdfdoYuQ6rKiRmM8I/c0HmCzf3a4gx/ekPfm/VNv/Xv/7XZuqzrxWZaWVj3o9QLKOTQJInHVWioCYwKyAEBzuJcVBp9+P1ulmR9ePYt1p8zJxZaGuE29OOiGH44Xfe/4vP/qIUF2lW3UlgymX67OUBZyGdt8hYhcjwQAiBqYqgGcECkZUywIFMRoaqtW3wAuI6mCVkh4ALEU0tpmKHltPEtg7UW7EAj7IzFgoOoo5oJI+OBibmnuxufRe3oKcvO0e0NOxzCpyBHV8CyG/ZxfUrqsfT8tdmoK5pA1W1N5t5q/UbEftsJzJj58zsy/oKEasvYt6YlZ7MnJkZ89IO391Vy3hhhhXhM1X73htjnnVDHV7p9TPfu/ZVgOrobsTBNLvmr15+/ttPPpHQ/MOvPvnd7337ncendzDqTC+YAQs1u7i4TCEIkZqmJomQVNjdlIjM5hnxfMszOc8KcDGG//Yf//OPnr/z9Pzhf+8/+I9Taut1mVUFuUK+y7swY+LK1XHAoBcXmWMrQIWZ3TwbCqJCsgWVbnccj8N02A8OJRT3CQIIUaV+1F0vRgrh/WfPNtuH7WpTGeV5GvfD8NvXw69f7A+j3uyOVzc7k8DcEKWqQOE+K6vV6SEK6g8qQHZkp0JszCoB3XgEcow2RR87yScdn3Z82oVVsLWULmbuWFqRLmhUj+7BPLpTtHtH/JwQlny5oChLEvUlgmfAZqYtwv7Jj/kKu4FCDFVycp5+O+aOZ2ZkVbY1pHbvPG9cq+kd3MrE6lDnpX+nqgG2vOIlF9c/1LAA7uTLvCJ0dJdpCXDcUvJqaUjupgoJauX1my8//s3Hm/X2V//w628/f/47HzxeyFHzTl29ic29mL65eBtEOIRBcxJOgZe2TpZDGSHEOoEPIphXDkDMgWV/PNTX1U9jlxqRgLo65wBc7m2A0FxocZBYxw6HXfG4CkIwE+bacKrDENQgsUXsxkn7qYxaIFUMIN9HqgUIxMz0+z9472xDwobcT8MOrlpsnOyz17tffXl9M9Cg4lX9qtQsX8Um3NVmBoM6KSw7ObMxZeJMNEE02IHHPfvAmBB0WEfbRGXrO4wdDQ2GTpQ6ohV7ImqYV6LRLLpHU73H55q7X5qPoAVqmofqt0DonEBrEzy3y0t+9RnzISaqEzYi4qqgvQBBvixUOjHcDXPWcJ7HzyxhnrlUXiIJhxgrmEtEImGuie+FKG6LO19yDBaD0YrOVKooVU3DSnms0zlTdyeYlRwkmeuXX3623q5//ve/fv7w/Hd/9JG6zvOqZdxfHwa9vL5yNRGZckkxztuEBMBzzrWcr8titQJR1drvVTwpm+dlUuLAmCci1BsxhIi72dR8o82iOubCEiRAZD/wPJUxY5CBivuoRSFqiE0XVichrS4Pg3EQMujoUJKKds+Ho7CsmvjHP/wWlX4qCqJJi0oonmMMb3bjl5c3h0mNpOZOAOTsxaDuxciZCnkGFF48cUIGlJDJC+lEh10hS2VffPCgcR1K8r7xXsqOx5vgY8c5JUeCt25JM03euEanhiPdCTesE68ii1SvR8yfal0841BbDqvaYtVjaU6hd2DdcoIvoc2hgipYmulqyFIb8iWa5/Dxee5KINR57tybSS3dXYIEkRrr7nfr6sAsWupVunRp2ebT3JfYqq00V11W4NZVpIKygJXhyBSGKbdN+4uf/cPD080f//733Ka7KLllhMDhfnNzPQ1TE5OqdV1i8pjifXqHqhN4OTTkFpiD1X1Out0SXGKRlslevUCgexLgIQiRz8r/WlctwvVVjt2W1UhzFKYQjJvRZIJkRykmqXHwAL4e1WDmE/HsdkdCgNWrIMKbVfrjH3+7DVSyap6gwzoxcSJu3twMF/te3cGkRUFEIm7wYuwEAzmJMwqhIFhgE2QiJ0zcXxad2I+wAdFSsqalspLSYuwwNj6sJXeSOzbuHEkp+kSjhWLinsDh7gq0UboUTptw2oTzLp2t0raRdeI2UCsIBJkZdEZ3rN97LcPtDAmAuzqcQl0Ym2OQpTL4ahjzjNLXk2LRpCEQkTCH6mdMRFU606v5rGvR+lXhvvnNHKq1k3e4OZYMXAtQr+4T5klETcmr2vRCanR3ouF46Vi/ubz89S8/Xcf2T/7wB+552fmvZh+27rqn548ZVLTsjo/fvH71+evXIpSEWW7fHpVcooTfef+D881pSnEq03EaXr5+VScR++NhLLpdbx6dnD3antY30KT0ux99++Z4fHX5dj8MVGlYcj/cNYRQN1KcwCxkKEWUu+D7YsZaa2gxiHM0TvCgCoML4/pQTuKqgUILJJCIw8jNyeonwMxPHm7/4Icf/vlf/jRAV22bPZpzIG/Syk3BwpBCxC5usJzrYgAZNGvdACEFK3n2EMSL7ycfOTScci5p1VBmzoIeXdOfNc3QDwlMPIGLoy8xWRPQwRunRNY4t+z3lG8qnVOrZQqTmIvwQrp0pHlrvCp6mtf9EpjXpcV639dQqUxl4Rjc66banUA4kzjcTJkDV4235eCqidW07heS+9xCVe26SoKSMM+r7wGExJjFw+ZGZD7l3YS5VEtZNWIviobJioWlL6uEfFOlGK4vXoi9+5tPvowc/uSPfyxMmDFwd8eqaT58+u7Ts0dN09yeFFOePn354hef/Hx/PFRyIYAg4cP33/vOt77z+OT8tg1X0+P7fdM0/Tj87ce/6qdh1XR/+qPfuyXobNruh9/6yMz+5c/+joVvDgcRvs/lqcFaibyVNUMgU7/e08mGMU6eCYUh7JTUB3AsKmqWzcmcQ3p7nN6JG0d2RAaBfdaBmZ/OifnRg+22Y9d2Ciecs1Bpm+ZkvXp4QjGkotmVPMCmUjnxDjgMalZMoU3T0jyBt36vo6cQRY/u7E3XsAUexEdPNjY8bIPcTJxwZM7qh0nD2G5LNF5xicVbp47srMHNfAVGl+BgYrJ53X4J3NnEw332Lqx/XZkMdXnTZ4sqVzczOGhyDpFrxVWn/7f7lzMjwqFV8Pbu+6BGae16mMnm1beFHUVw9xCCmt4u6NFd4bwMl2A+s9owj03NPDDfiiZUAW9eCkY1AzwG+uu//pd+0H//j36vTbQU2wDALO89evatZ++1bXuHkhE1qfnu+9/6g+//voQAIIRo5ieb0z/50R89PXt4HyQSlu1mk2I83Wx/8p3vO/gPv/ODb9LH6jfin3z7+7USd+CbLh90q9c0a46ZsdNul9P6nN29KGet27RqXCgZRaNoM2fXjlMZMkgAL5B5gi4AEQRODGJ0TfPBO89GJZv6Jvh606U27fux5AyolkIQZrGipgqFFdWpoDiU8ugNd1yESxgOmPqGRw5F8jGv47qlpkUjmeMUwsgr3a84b+PUYmjQN3YM0xXJQJ3LJmqCJ0cLXt9dAe1Ohmad12fD6vQQVsewHqXJFNVFncBS1wNpLhDnfpQIAgtCQagJ0gZZpdimSFzlXJbdu0ptq0biEqhqRdWdVJqZK0uDRYustlc6iy/M47k5MSVQuAVglwPgDpat80pb/ktdNhfiWfTUwcKllDooUNNqotokubns/8N/9oerNeOOfewpxN/91veenD/Cv+1BRB88fbeJzb/+2V8d+v73v/O7f/D9H/1bv/L2MYzD/nD81//w0//ox38QwzdmRbmU/8ff/dVh6N3dVFO6N+ibw52mUZttgnvRQmDysB8kiGiGAkaiFDKkKIxCoUYpiQhUjcLrq9076SRUmgRQZ3xzdeUQhov/+AcfHfbTvh/XzXolcXd9JWpDBtFsCuHqUHNoMXU2ywZyK27GKXSu1h8Hi02ZNDYyXA1xFTbU6KFwIQSmnmWUJGPH+9MU934wPxyKtzaV3OjqvEQrQdGRT27p7iMOEpwFcAoh1PVXh0LM4VbqtpCVnISCK7sKWzUucSK4mfrMthSqMTCTcW8d7NyJDKhOFlyF6+sJXt20ZlaQ1TKgyiagriDX8VE9/Qkws7B0xnWgM/9+zolqCJXA4jPYQATmKifj7hUErQLHVE0/wOb2z3/ynQdna7eyNH7ujm3XPTp7iOXPn3391V/8m7/pp+mPf/x73//go4qfPX3w6NH5o3788rsffHh7Qftx+Otf/vTNbvfk5Oz3v/fDVXXJBU7Xm9DEm/74f/rX/68/+J3vfvjsHQCXh8O//OnfT1M/5PF2emf3cFARsgItuW02dZ4VJRZVuN/c2LN3TsfjFZdQi3UlKk7ZqZi7BJKmjIVYJsPlzfFxeDCvC9f+YBYOkHrqkOG7Hzz5+Ivrfnc4TteBY2AMWTlErdWRuhVXcyfVSU3VyMpUmnaFwmVSoPMhNJ7H697JtidbGxQOm7I3EYl0p+oamssAbsLGMR7VR7Po133aaFLeUtiL9sab5vYKFLcgTE4C0mpsCbgrAy6CIOae2lbNM5A1u4PNSYy8iBnDqq9NJZVjEZI2N6HIUiXHyOveo8/euBVmMniNIlIAUNVK1aQg8zKmu8OltnS1c3IoEZPPBJO6vwUwnJVcKksKzsRqDkCcGKzqkJm7OUuY10E5nB3bk5WbgmRu7kFwP988uj2L//qXf/9v/uEXh3Fqk/zlz/7qxesv/+z3/jTF+F/8/O+udlen3eY2Ix6G4//5L/98GI4U4mcXr97+9c1/8sf/vIkJwMXNdeBq0XanwG5mU+7HUmJIWDaS65rO7b3hBAlCbqouLK5a3+bY94gtwYspOTsLmU7FJhYnNg8OFgrkZo7Lm+Hs5CzNfMWgVjR7r/nm2JOZgC6v9lcXw5dfv4w6hNAFcHE7XbcKVrjDrRQvWkU2zM2Lqfk0+WqVSl8KRElcbRqzE283bSzAoTgDwhipSFGYmoVT2rRDDD1h31GTTTPiWK5vukRr8ga59UR3Rzy5WzFwvatgqJM1qvLFtZo0UxFmohAbUoPwOGWgUaIC79U1Z0BFQEFQJUOcqXpMu1MV+YVXW0TVWbEBi0yDLzN9QMyMHIt5hi/YPFUcM9S6oQ7ib/lMc606e8bAQSykqnWywAxzBBZVr5QeZiaj2/1jn+uJW/jf29i882hOn+M4/urzT8Y8xUAiHFN8c3P5f/ubf1G0NKm5Ptz8yQ9+kuIMLP/mqy9yySE17iQiRa2fphqg2TwXne82vh2JgVmIirkJLxIouHuYFXjdhjaRADcGZdPgwpzGwiFg0qKFKYGru2qequ6Hu4oECJgcHF++fPssPpQCV61WN1c3x9++vjxc74cs5FwmR/vQ7UCHq/ZMfvLBwyebZiwTg5QIk1s1mLbKkIAWIyPxoIXNxMY85AmBg5iUjD4Y0A/H2ERjKuZQcmaKMcWdYBinq3ZKY1l3IfTWJKz7NeiUdKCwuhegfLs5ZEuLdIdO3iHt7lXdGXBSa6SipgSwctEQHA10WQQERGSOk5IxFzxcdTmWHaYqfcK3Q6z6ergalc9GrKxqKcaihYjdNMzBeO8zrFVCFah1m20RhalyzMxMRFQtJi7FKm1qaWPrNBbL9n0FzCq2iiBzIahm/TAyS9tElhnC3R33AB/Hwc2bprtNhxe7a55FsESEq3LO/K/w1KRSyjf0reGqJcVYVAFIxWvvT33qunOVlKL6ejSGACZiO460aaP45LXnYxcmmM/ibyCiYiTmSgjjkD9/+WLVh8fNSUu0Svzu07NHD9vpOP35X3+cw5m7uo3EG0+HD5+cPj1LDMlaWoa7ZS2UHag3C1lBycbSWo79IR+H3sjb1FAuAcCoSkUkxRKGY08peBBeBevNd8UZ3WZXiNFsQrMWFC3Ho+mx645b59KgvzdLo5lTu7S2yjOSXkc0dT4EX4i/FOJMOFsU8plDFfuiiAwzdZGgVl2vnBZap5vNG5Q1VFGx/hkcqIaI9dMkkoq7mxoBpZQ6PCcgLBjoPK+fs+vdvKvuzc1JmZmtKLNoUSZxL0QVcK2Arlndn/biZiRVhNfdYaayjFVZxKzExCwQETdzcBCpCAZL5GVLeJ7GVhpoYALFlG7DsSobtm3jjrQQ6kQkxqgOMhcRU4Wp31v5qHMvJ44x1u1xIxOR4ioswyE/fLTd79/U7q4ouTgJEcAcqXAU1xBVuA7GhrFMN+N23VgXDFXSI6xa/bPfe/9f/N2XTqlAgw8fPN7+ztMWBDWtslml5KKZTc3Vs5taKeaFPAYtMVrYxJR1smNPUmACFVe1WKggH1S64B3pzk3AEevTbu1DDIERYIdhKp3mMz4ZkXfbdQgNru/fwnBCMa0inURYVI8XaHGea9Z8Q67u9aOvwBKTmocgdSQnjkqmgzDmZpoXUzl2q3uUM1hUl+9AqHFss5Si+2y8BAlSSfxMqCtls7LvMi6g6mtcdw8MgBtIbkdAwqJmEj0vyh81Xda5HRxqSiQERrWPrCN3d2N6dfn2+aMnAJjw/PE7V/vXVemJObRN++jkQUqxH8evL9++fnv5zsOnNUDfefh01w9mAFOUkGIbF5mQVbd58PgDdw0S2nZd/zKJrLrVcRwYXBFcULh/PpgVFjaDMFcblZQa9QJXM5ARQsNU0RAH1FVZnMmZ4W4CVQvkJoxSNWUovL7YrZ+eupDrIDFApFunP/vdx19fDtbTk3V30lqfp0BBOERh0zKWUrQEEpuyqenoriiF2/VJgw5S9vv94bhv2JwRqAHICjJGNdcShBv0RC3JQKlIW8Svc3t20ep0dbgU3SQ6b33Y+ukZ2eX5qd07RNwdTLPKQcXbuRprk9sy1aE53xHIXEWkdth1AlnPMa8ycjYr6AhB64lfiR9WN4m9qu+iglDMZi6z5zEvATrTTmbFWdcYYpXmZuYAMKC3iXcGbmdyt8NchBWzhzvNk09Ry3VAy8JqVuedPmvrc02lPN8cru6f/Pa3Z7GrAZpi+vF3vv3nP710B5xF4vPH7/zRd3/o5r998QWIv7p68/1pbFMD4IMnzz99+WJ0BRELnZw9apYMGmPTrrfFIKDt0to3qTl78rzpj1qG4bAzq9PkuwCNIWrxlJIjOIOl3j6LlVeQUkxktvQi0yDzAcF1aodsxZhFYTEyJabAg/ruzU16tFW3YsZwYdmsu9MkeWrNPJfCIkMua6EEK1q8FBCPWdXMJpuyTWquEjzl3dj317mMlDXDpil74XbVMiEXy3Dhxgf2o1lQCuCOhlcH34+tNU3bb0o00ToCL+6ZtJT2+vTxXYCSk7MzNUFKzqh+KfDFkaZm0HlcPDNul1RXJRQrAs9MVS5YJKjrvNRhLsIgDxJyyZUd5ra4GhCRsN8z9qhRWO8ac4dbbZLqLF/dF69O3A5aK9yqtVT2WZt+RlJm/aYqpl8JJSJuVSadnKBmBHZAVWnu4PnV65dwf33xRs3qFu4HT959cHL2lz//m2L+k+/8+NHpOQAwvvv+hzf94XJ/k7W0aACkEP7jP/yTX3zx6W44PD5/+q2HD2+hgI7ZjeCmsK8O04fbFgATvX/64Otmm0tuN4PmDBtV75zmQqTYdKWAnUTYSDmxhTD5RMQcSL2JMRQomQYGu0Kzo5jlICHGnFlJIgmDvfb66n5xk4Vu+MGJFTNT1RLctJBqdUYI7Nw1FCibmrsXMwaKmTpGVXXP5iZyHIc8jZZHkDMwTQqlq7f7bqTZ3zGGIEIZCg1JfO8DjeU4nD5P9na0blgFL6IazIgVXmwaKEaJwJP5HCQGNDG5qoRY0UrzUo3FSim1rAohqFbe+u2IqG5Qq8+SN0S8SHa5g6l+ARGrFiYEkRrls2Y33M15VgD1Ja1CSyGuFEiHu6oT21zxs4el3FzKPizj9zooUpvFcWag3pcOvxJL4VgW9ghwFDWDMUi1qvfSxdXlNIwxplfXu7/++d//0TKW3LTr/8Yf/ge493D3j1988erqksB//+nHf/jRd9umrffZD9//EP/kcVA1VG8r32VT96pQ9LhrHneNuv/04jilynwx4FX9X89/5/fGo8O7PEhOfQ51AMZN03ggiB766fR8nYcrIAtM2GHqXormIkquJ+tVvwcSK2uTIhoyyW0bXxxK379+9vxRiJFCtGzkg6iYK6zkcWi7OEKnYmIOwIACm0yPRQFWln6aNPYcRCFmqiFk1SkXC21oVizBzYRZmU1L18NunJkV1nDSt6UMk2+MN7pev82loIEE6g/Hc4TGw22Agviko5MumfPVvp9yjYTKHvK6MERVF6n65LhjqSzNqjrdfDoTuEpp1RqgzohUS82vRXWpGKCqLMyLPAoxW1Hhqvdd497mcZTMgH8pWZhvGfV19Fcrybkn8nlIWXUE6ixeq1wos5tCKheYvC5U1WVwd69sPYPv9rvrq4sutcOYQfrbV18a2b/3w5/80+Gku//DF5/+6stPx2kKMX59efHn+ef/7Hs/6poG/x8eXaWVVPyM6XLKj5o71qMQff9s9curYyHcrV4BJE2z3oK2zbr1NeV40+Mtnbq1bk0Z5BCkCevzpDuue4iVEwOCucE4psvdsaMNEThEJZ2lUt0Dhb74Lz599eR08+jspO0SLHrjXjTn0rQGm3Qc58/ZrGbasZiSGFwJhWWAEaSqv0ymh2Ia0ursbKpwTwgMdzV14kLtgTwQ1AhFc9aj6qFgAOX+ZKvJArmfKjfr1Z7ursy2wzrGKRuIN6vuzcXe2YjmFWgnLFN1eDGAqrKVmVfwiGsA3ckhVkDKWFhVa9VXleGYuCLsbkbEpkpBiOa1Qw5C7lo97uGwmWbKRJp1pm4QvjEhnMU9bnsimtmpRGyL8jcTzJxF1CxFUZ2VxJiZqmC319VJG8bx9eu3m3Y9lUzmJ2ede/7s1RfHfPzee99+/uDJLVnk5nj42W9/8/ZwPZVS5etZ5DD2f/3bX56vTr/77nthqTvN/WU/PWrTZP6bmwEz2Iti/nWv+3F6Z1ONV8ncf3l1LAAt1j7Lg0EMYpJEgdLqQVyf8ylrO9BKtTvoymU9NOWNH/de1MnIjEgDeSQztd3hsI1nakU4QgBkhgVhdl11XR7oy68vPvnsq4cPzt959OhsswIZSyLTcjy6qqqSZoepW4GPpgWkZgayFDUEcMiADmUsenBqN5tRxLVsV5GFDoNm8Dwcz4jXLmPJxz532TeODThDlFht8/C12/EBrUdsGr9Tt1sFcUezOp2Ku+WihUgqZmxmEFI3Np6n8Gb1Ai6d+KwxY5XkBoZByEi4lMIhlFLcYDTXo+xkbuSoPCZTC4HVlGf0hmgRva9jc14qYABBxO7vUs0owzf+fEv1cCcjEndI4DIVYi+ltE2bc6nBUw8Fg1Ype7i//PKL1WpdzEq28/PTmGBmpeRXb99cXN5sNytBZEJ2PY45eyGnuuQ+t5GE6+PhMOUb95PtoyqaNxUroK+H/p8m1Ml8snJ9VZrAAMZqbnfvDd++LYcJ+VKq05w2YksNeL2RTcEq69DFEhME6mAEouAw4OTRo236YPhqLDvyvYck3FBhZacmUR6HQEDqQoiXV/s3b67WKaya2IiQ6qMtOjczNUdx5GJmmJyLqVbMJERjUfdClIGDe5YgMUzuMYb1o1MtZm3urw5HAzF5ySfjlHZDTtk2hOyc3ZWJhIzKZNzdPD2jUS5WfBegudjq5BSxZZHS74mgpaSYKhXdKujrKFa4rh6bYa4Rq5/SvCnOQFENQao9XuV9hhDUzCt7nagSjs09MbuxaZnMmAXm3/xQUBXil12l2SiWuVJEl8VHmiOSlqE/ADIrHBqtcyYC1d6KOM/PiCp4zUs6VC0Uxc1jCO6etWw2XUxkpkULHDEmkO8OB3MwiZODK0eWiAQzCMfkHkPqTp/EzWkPQrkTXP0veRjQlxkTpn/bF7vPNX2tfhzzXkAFzJmoermTJHOkmCIJO7lTVTJeP/luaJNFOuJts2r7cGk6pD4Wx2EYGlcthAYNSQpSphFqx74cbbIyPD07LabZCsyKanafsmW17G7E6hCRUc2Zp1KK295MVusjkYNWKV4VOKIJ5LSbrg/7bEyFLLejxYP75KIkKlC3opwDesI2pUCdXHZpf3sFUpModIGbrK7qcEzj2KS2yoXMg2szkblbn5Egmz02vJqfwVVngbM62ymqEggGARW3ma3kDnhg0SpEWGcuTObG4Mqym3Nxjfqqp0kOgqkTOf2P/gf/S591JpZmvk434XCDZQchtlPJLUsxDSJDP8aG9/vpwel2nIYYxOFTzn0/OvLJan26XquNX3z12sDdqu2a8D/8b/73/8sD6989/mvw+M/+8/+Nw1VtJvDPil3g2UVk9gKWEMhMdc4VTByk1oqVFTIPLwlkpovC5913qVQl3CJVi1Y0L9I4Mzg291Dwukh6y1qfZ4wi/XAMwjHQv4vO/z95/Gf/0/9JLtnhDPKicHdyg0+azVR4FgLTUoxAgRFIRCqUXk/sJWF7CAKiGOO9hfE7wvOCiC7zrwonVL6JqwtTFYOsBoeY9e6X7Tk1EIlwk+J206V/pOrx7x7/tX4wSx1RzhubapE4MmvJsGKuXnUnVWcpGcDMqoQakWspNctWrVCzO6C+ipbP9A4AixgiORxqlXMT66Z9XYkUUnUGq1dSKBERrDJPiZlPNuu6fnr76v/3//cvS5kcTrAQGyJnIbcSY3Bo3UpPTeIQTh+9SwQirb57/+THfDUWvikvZn619Ay3f7ngu/zP/rd/V//Pn/+n/x3wilbAGr4GVsCKsDHrimwiNvCO0RWffmkvf7YuV7L74hQ3a79+GIdHa/rej36y0QPduF8UXDsdol8R3TiuHNd0PBxyXDkAGEjYvYw3Lz7+6cXrV00I510u++tpymrop9JnH7MJcTHri+2LvB3pahxOVp2ZhtXGA4O4uBeQsb/37jNKa266qYz7w03I2Y77FcxurrcxNPCooHEsXKaGwtk2nnTcGq3Ikp0/XR/+d//zegUe/6//c5zHSzq/KtvrHH/1df/5rujJB8f4aEen+2lFN0Q3jGtgBz+YT85KNigKkQsm94y6Em2T+1B8yv+L/9nMLhcWh7sahSAxUMnVZTSlVBUZKsuplBJAYEI90O121wiqpTKemJ1moS8Q4c43fEmitX+vrY8RycwDcWPmUooIFy1tClUWYS6XFW6upmLeNDGXeU5fH+Zcl4IIzsQipF6IvJRMDGKPMTjxyfkTYqK7QPz/ctPeFvJmM69qiU6usMjtGAKVOAN4dWEzh4EhMBJEd0ABM+ikfZ8zJQRHGE2C8RRSkZjByiLNhDVBCU4YMgp7IZh3tkmVkwipmAY125Mf/unb9c8uX34WpqkKbTqRcIhBR1ApxgoDeoepNxAYRQlCTKDiLkzkPpmzM4s4LMbYNCuiydXH4023PZmGPlLIyBIYUzBimoQHWHEUX520r355sV6uQLk0EVqvj+oGtKnsVuDsvdEwehdSVxJxgiWTKIWdE1MBqgKIOhIRwwblwAQ2Z78HVgYRNUVgM61jJhJmsJuLEIjNLEioWlrV8FbNeN50IGAGU2s7bqbBl5LzFiy8/TB9ViWHuxIHW5b6K31fYsijMnMuhYkJJExKPK9VQUKM4zTczgIA+Dx4tXkoBXK3EKvWGqrB6vrsIYdmkWSay2O/J+m7ELTmyFuK5Bl/WCZyi+LHTPG6T5UAiFwNBnJ4VhRBgWfH5AiMCLOCQ38wsSKtd1G0iX7gaejOL3XjxJvVoZEMBkQpiDegSGicWqehshUJpbArSULRRz/4di5f5J06gxthIpug2Uo2H90DukmOo3XVwQfUtk01NczwXDcTWLxocrXQZANLMJooyDHrqCUBg2lSXRHAIU/sb/J0LNxxoSlp6K/H2wCVPnAfg09nWzPPaXyz5W3mgWnIOI5otFv7YJRQkKllUTZydubANlQVFFAkz2bsFOpy8vxQtXkdg9nVZJYXdncXCWVW4vaa8jCD8bWMJIDMLMZUSqlMKlUNC1EUWKrQBXRiYHFqMqfAy/ZbvW8QQFopMD6DoEIEuMFVFTGIBCw7gcurL0QIUUAkgQCE0ABGJKUUZnZwCF1l9t8G5aIPdU99/JuPW5GRSta+rQHmmQF9swnEBIsYyM3cnFqaJaOLYhowRhoaiuz7qJd+lZI0z8Y47f2wQl/kOeSdK+zW2G3SYfvoev3gUkahPfke2DH27mMhM0J0Y9Q6yrjcDMdXu/g4+OglZ3JYIR2cS+BsnGEj+ArtzsJgp22KRBA25kF1AibmIuyaaVL3qYRkVpV3RELs9wdqutdXN+cx9DBXzzk30AdoAyfmMF2Na76bJPHBqSns2RtvPMe8X7dNlkm9X1HXIw8Rso6lL7wWYtLBJIoTYYQkqZtLLKSlFoXG9+RX50rRTFhyybR8hMSkWqWJqWolqesMTWJG/gmop39dFSeCEwemKgLt9yBQn7/V8j3rLirNWmJeHc1m1+/6z3UQyFVQ3IsWUFMpAvfVjUXYMfuxLMRYchgRQhBmKWXcX75anz7kJjnodvLvZoYiM/V6DtMlxd46+HiNdQA1RhctZja77xJUgBHaIFPI4kI4EnSifud8QWeP/NiT9HmX85tRN+ynm9drb5uTtQ+BnkjfbZu2w+mWjx093PBu5RebR8fVk4mP6gdgN7m0XgnPkwoSmR+/uOEP4Abdl7GfGKyFUCIps3nIlK/GZpUe5+a4G1exw1FDhg7KQAghEPVuU98/2JwThzHnwOwkxZFiGAVjHrtV2pyvbt4cIsNNpW0Kh9aEDDzROI7d7Q16NUqApGD7LLRr0XsoOeTexgZj58cj2pFbasgFRkZCZuoCCqRZUX0Uid1NIDbz0ZdgMTOCqQmDFvnRW14IEVjEzR0mLPNCgWN2xKM6tCZbMhEx3RKWF9Bo/rel569wFIwAYyz7y8v63t15S34r5gGoFoCEJcZ4H1pncglNDcsK4RIhhAQvMSZnCxJNDzdvj3G1bdouNe28oMpBUL+eFjACSyDW6LTlKK8vYyHNzLyr+wm3AJO7Izc+cuVYUz7a8WNqzG1Dm+AovFe/dhQ3o+O17U7S8PDxxedvfvP5Vw/X4Z2Hp0/ON6sQVtx0GjasrU9dN6zXffMkBRvJ2QtEgxcn83K84HeQ+6mssveaJwWiFoYJG2gEM5wzq6y7tvQlCmOiEJj3pfoEr5p0GCeQkXsKRuJTLiGYrJoydVaKUHOzN2pCYGFhYh7MEnNi9jFHu6fc0Bc9EFZi0w7r3GJUyoxpHcrElkqJOk6poQATNXKJYmowkhA5sbqRkx1UmFkRJU6eb5+bCYDLIg8m8867zC4uVbaWyJ1M50ovhGhmEqQuc1bbdTOtTgShft73h9V32sh1fYMAv7V/qyxAFanUT5lH8ahbpERgg1amqgiXoqG5LzuTzFU4upcQYm1TRCIRSUqnD981y/3xbRlvxuNFPpJI7DZbaRKHSBBgMbq9vZvmn3Vp2A2oZjoVJSvE0f0f7cUXOFnJEgKmACfS0fLFtN+nJ+dkD3F9k/cv++OBirCZqr85HF8dj0/fP6xPg7frr68OX7x+uY3a+KHFccv5QYdHZ6swXm9iPmvt5Mn7TYwSs8gUOw827dsbe2JlP+gxc3EqnPviRRxMGV4QQwqUyyEXIXCwSYnJQOKyGgGR3jxCytB7Ym7DcOxN86oNV68ux2zMYp67dYi0nfrRkLvNJkWZjkcWiV3HU8Ywv//W0jjkcnPUdEAIwfvWj6OP0JGtR0ld0CPDI7gRzuBCaiBUy9C5KZEUypS1uKnzvSquHsJWg9idEUBLQ4FZ9ImYqyYcgBAYVWQTkBjUioTICDlP9Yy8tWihZYa0DJQcmHc/akwoVWHNGos8m3rlony7JVc312gWEgM4zIG1pDstJEzkElLN/hICwSR027Nn4CDMm5PnpieH3avj9WvNvZZ9bNq2O5O2ZaFvXIdbJut8P9Xz/V5OJRAZnN3v1o6Boq6/+Yeff/9H/9wdNATTazi4BOA939nh1S/3Vy8mVu/YY9BRmyzYldUQpilTp7kNvTVXpXQkjadV0JdDv74eO6LOx1b8wcXX3/row279IIgnH23avS0Px/FATrHLiTSwNcVkwjiUMoJLYBFM2c0tIDTMQz0D3NTYuS1QQIWvLi62j3gYElMI4v3hUNSaLsGJOUyjrc7Wxz4bE2+668tjIzxANFugsFne/5sXb04+OPO+ELFPnnhSKHFpdEpUGkyDl+BlksCRTWYVKQjclSUUL7VkRJAQ2dXvq1vSojxQFWLMijs5KISgOvsLOzxImEendabq89lMYDMj5hhjMWORsMTigsnPv9yh9EsQGEFmOw5AmEvJIXAp2iRWM6dZCRKF1F3NAoT5TtYLAAuHFJhFzZghQcAgDpuzJxKbSoSGO0u3PXu2Wp8ddi902I+HfX+4Wq26dvtYmli3RuFe0/8yScctL6beTrhdN7wL2XrjFQa/8957fb9rV6z5Or/5bVitNJ1EOy0Xn+2/+nooWdnsyNYxrWMbNulwPb7O1BAGRus08NSmqU2xPTlYbtDvMQUdGuta11cX5eX06tHD6fGjx5vV+RdfvOr0JONcqIX2wUsMtEoewsDtRP2EDINrZ47Io4SJWQC10AV3Y2dxmcwmoAABSuPRU8pl7IfjZrsuWcd+crhVLpxIs94YpUGvijn71ETSqdwGqA92vDlsNpurw9RDKaATm9haeEPWih9RElsWokgUmRTE7mRKZlpY2Ad1reS4ubL8R49KvKfqhOvOPNeKJLOiiLlXkwu1Sk+hZb5ezUVJzUGoXfwtYfleqXtvEXJ2njEjCQabXxJVOTGZcmk5aMk8SzHSjBCYubNIsLuddUhgLYpQmf9zVdCtHoZmszjcLce2M4Vue/ZByTfH3Rsf+3EY+/63qUnd9iw0a5LgrnOembdW6ubA7e/tmz/f3uNWhpuXn/zswbMftW2r+99aGaaDxNW3/TiW6xsamgAABSCUdjzKbug31umlySb6BJlgEyRHGjEdzVZN36x7UtihxRBtXEEvr8ev94fNi93p2ebq5esnqU3xmWBPPGDsMRwT5S6uEyWOfQjmbtiIBokp8JEJbqNbVk6sk5qbOBPAQuSm0+iBxvEYIk1lypNlVZ+mNrV933OQfhpWqu26sUxv37x5993HZISlUczHcnzdY+3Yhqs3V/KIo6DoFEnZpkgaoeKZYmswg8UQPJoWkxQsm6kykbsJSSlFlJjuV1AgolpWzsFT1WjM6uZn9e2oTkhVqHXZJ7El4uvSqdRYWAjLtwSROre8i1Cai1JTDsiojQr5jDiSzc70DkHdS4ZTxerdQwhS9K6CLlMWFlOrdMAg3K7Ou9OH9W155bHM6BIzzAmh2Z7ELk/Xx5tXNuRx2GvuY9Osto+kWVW/3BnKmNPnHJHuRHQ/Upf7zbI0q/e/+xNVJ8+uU8mj8vby65cPNmEahn63NzduA7y73OVXx8vY0mabWJgc0kVyeAG70ETKxSeiRL24p80+rNqIHn2k8boMa8fXX+zePX90sVPK3oUkPlA4JOmyD0MeEklD0rJ1m943OTVt2LNVZ+5OxJhBKPDJeEQk7jUjCPHslC4sTtR0kQw3++uP3n/6xYu3MUQRMTYIRWnGkkMT9zeHu09hKNah3w3GKKUkxEa8RxHkSMpuBI1CZCQtT3vNloMECUIuBYUZRi6BodWGi+5lthlvp6q7LqJaJATMI8oZLqy8zUofwwLIVPil+rhiqTCp+sXPNLb5pF9ac1DVZcJy9NZfqu+Hzegr3G12Na7ufdUsHaZqgAcJ1fh4CXZnYScQOxM1q9P1+TOawculkJjpKLSslxixxOb09PFW827sL8bDRb/b5XGKKTTrR6E9gVSp6SqyV5/LHUYQd10K09srCHe0qzVczEbnYKxH85//7V/8/o9+ZGo2xDH34nG3t9fXl9uTrpU2OCMjRLZsMFDLkYIKxQQdDA1RZA+FE2kXb4JwWCVMI8rDs+4Kfc47H0oARcvI0iCtxRMCl+M68lAmS51sJ+pZEMgKK7FyGYsHJ3FpA03upoGlaBltsuIIerZdlzw9ffbu7vJmfyYP332v7dLnX7zhVZIUBKvtZr1+26w3m+PhcKtulygeh2k8DmnTwIQ1tMESm1hObKRjFGXPEDOQCyBupaYha5sEQ5kKMBda6oDd1aAs4baydHgMsVqBCVUfPYUFg4nU9bpQC9UqEO5OPlssODG0FALCIvt9N0Za7ofbX2sd5+TqMHPULbw5fXIlSsJrmzLPRiuniVkq5DQ/YhPcEYSIieN6/eA5UViofQDYbJHWpuowQDV8K9ge0lpSG9tVOV73x6s8QKdXTq+3589kdeozsdUJqlr3rGXJqfcatTKStICCAOHmwXPqHvzyr/7Vd77z5MWrT58/eY8k2UDHGzuU4+PVSYz88OGT0/feQRAkQ1AVDSm8fvsJko0jTRgtuwuRCDVcjuqNexP6VtqzTQ43b24yYWuAHa5DDsGbaNa3qxaHjjvolFmijRS76A41bokmoLi0LM42qo/OQomgHK6v+9QF6sLTdffg4YM8qnB59t57+7doV60duo8+end/OObRBxuU8dH3fietN1vl2wDtb3JYiRCmYTh7sOrzAEgMlJRdc5viTj0FjkYahERZhKQa2JGaVhn5KuDFwmZ0//5391xKEKn80aKlVoPmVk/0uoeOWWxsfpIZXbfCxKVY/cRFxIqG5dyfRcfcb8cw9weEqP9EIHMIUT2mK8O3Trdq2qqrfnBXVQdkWWOdn4JYghBxarrN+VOiuNwKtzdJBfBRMbCFvOLVYwrkTEhpE0LXnb6zu/xsf/U2UHP59addt21PH0uzMoqmo0haQp/d7X4WZ6nLNMXdCQEc0jr90b//n7B7/3f/4m9/+XeBm826Wa9OH6+fn7/7LtrYnZ2FtvFIiHAxJDIuv/OtDz3k/e7Tzz/9jTFNKBTER0Mgj84rsrG053EocaJTDsTRNGoTEtvQH3k8Dg/W225Fw3STdUisnXQIO14FUmIVKm7JSq91fZQYjcTejGCPH259Fc6ffSDtu+3Uq/aMsVltp90VdWET0sMHp599djFM/fZkLcBPf/ap8eWD20/BrGva1KQ97bTkULy/OtD5OvCmEWMvSZxsElgGVYjAVJXUDCLBRJeRHvKYA6X7nAlTDSHUDggOVwVqHNdm34PILVboZhICuVe9jxo8RF692sidicLcAy1RuZDqFyDHa2KaXR0JrO5hScWaMzMX1br2VCO4FhW2WCu37d3WW8VcU7NaP3gmcX07bZ/X7Zcqw2cNfK0MFPeMeSfdgKrAqU7YPvjWavv45uIrKjlP/fTq02Z1kjaPQtMt403C7J9+r/+bOVs6/wkM9yDkhu//wZ/9gIOqCzdAAkUggIA8zzdsKpSIlEiE1E1kFZ5++K3Vyxcfoz/mUVnYg3PHRW3zcI1d4Sjt6uGNUrfiGNY63ih6lqCHy6NDij3cPrZhdyyXIQYJRbxQILBKIEQPiUyUAisMxZjw4DQ+eXJ+IJX44MUv/vrzF1+gjB9866PzB9smRZ8OxWQoZTKLTeLQ/PrjTx6+z28vNtgtt6jT8XLCmjmJaham43GXtucUCqBRLLCwIjBxIDDAzoGNnAOjgJkQWFHcqWmT9X5/BbIinHXrg4iqakPdtBYmCXEYxhCl0pUlhHrACouqhRCqjlodEtZDnefidXEbrdWnzyc1oWrX1bxsTnBYHXYRE6m5MBXTiuJWt4WKGNQ2CS73hZOYPcS0Pnsi0txSkObbei6f6c4Zh4gWaVKaVYGqHIGZlnq3hbQ+f/a97eMPSbho7ofd7vXHhzefjbu3rpO712R5fxYHrxNRB5QI7qUqebEwiwAuLNW7gmgiygSnzBhgvWFiDOS9Y4D1zkcO+aSTd9599MPzsGk1xRxkCHIU39mW1nQAD4kOnCbx+MDXj3M84c0jtFvenh+9HWUzobO09fZs9JQpIIICKBISSwqhjaGNFCg2gclS9O9++CStHyu6w5tf7A7X3VljLb/af/3yxVfp9FsS1zEFUxuH3kGj0YR9XHWb01uUCdv2xIbp5YtX/X604l5gg2oZRSqfPUN7cnXLEJhb1uIOjnUAaFhsCwCvUvF8j7AWY6yBUGUXKtez2laCKOcSYnCDq1dDGoLU4GFhwLWy7+BVvJ6IAlxrDiW/y533Uo7brIDiZk4iVSd3lrx2EHH1MXK3ij6CZpMINY1guheF3Wrdnj6V1C0Se7cMj3mL6LaJW2LJ3XLFZolItQhDc19FU2//O8fVydMPVcvY35R+f9i/scu3J6fnzdkzSRsj4N5OY/W0WXgkVZCyXmCe6QrzEmjlQ9XywLwwT/AEGwq3kYQpOAK5gmBNOH/2/PfPjm9evfxiLLnXKcS4ps007VSnMho3TfIwSpganZJ5mLrUjH6hKfQ0JJhQ5xi7uCGYNIYBsxssFQ5MiYw1xSDr2K63V7vXF2/ePP/+nzyW4+XFJyahaTb78cKldQnEPL49imAch1dvLi+v+0fPTzncncOHm5v4kB5sTq52u9PH61Kyq2vJppNgZrgIe90OIyYJ8OwAnMy9uk1DXQVspm639qfAgoAyQdWWdOJVFdAcLI6qeUtEqOpl88Y9zFw4xOBVjdGsJoswQ93m94NymSbaHYcIhFmgbOZPYR6Lw7xuPc/9DQEGMvNSjNpvGBh06wchrSsjc2EA+JI1byVQ6iFsqLYXrpjX/WttrhwbIFTCChHI1V1JkoR2FVfYlMPNq3F/vT/sx/GT1LahO23WZ3cZdDb0ruBwcYDnFooXnh7cRyIGhJBQOShOqoVzJwg+AAIXUET9KsuKQqvNB8+fnV5efGL7N1ejjtfwlDxkbuJqlfIwUIghnWe/ydZwaBDHDOrdMlxoMiVNndoxyIgABII4BeFAJi6RKdN2kwix3Lw9Ozu18XL78PnVy9+cb1KbcNXLdLhySBs2XfP504f8yefjJ19+HBvqr5TD3Sy+DaHZdvG8sWL7q114GqIE9mmyQqxCbjq551J69QSDq9HiQeSEokrOzKymZMQk972+1ZQqrO8eUzSzCnPW+VDdpZtXN7miibMmWR3A27xBVIEpqGqITatT+SYjjWZ4/jafzrRfq/PDarJZlSTcjed/RRXZEwlqGdUlxkzuGaCE7oTllp5STfTmg36BP+u5Pv9RyyihhWe44m5QJICRVxeA4jMXwZkLUTCJq5Onqd24Dseby8PNld9cd91bYHUvRitPtixcVXYvlYdv7kRGcDfnmaIWAHUKFAEvIEEhL0TsKIAQZDYGox4dnYdHyZ2G6y//4eefx40/f+/04dmp5kMhcZNunfZDL+3J4JPzqZZ8MfTPT1cDSqTmMOzWjUjLNjg3gt5JSMmImQODabPeoDioNOfPDp/9Cs3rR8/fSZJj250026tP/uLRRz8wG0TidHgDwu5w83hzOk087A7vL++9aDlrOw5xFZI37dXhQB2t4ZFJGJanICDXFOhQ3MiqoKeps4OZvZpfz/p3WPDN2wtLxJWTiZyLhLqgS7d9FebVzbpYP1so1+VmMqoutHQXURRiSpaL36/S4LPZoc+YAGimzZGhIkDV8ZOZzOrhv9xAs2yvw92smPl9aTkO0R1EC+5Dt0IRblWC2m1WvANN/aUguI/OTEx8W/fM06xq5wWa7Zxnol2d+yY5szKtELTZH/c3w/F4G6COCS5EIdyqksyNVJnJo1YXC+Fej3h3J4dWQXXziRAAs+JkARQseM28lsGBRdI7z39/8+DZ3/3qp/31dXnMghY6uU7cMo5TsDDx5nDzdpW6XZZXr44Pzt7zw82ZR+WgCBCQOFidiSNTEArk7JaVY5qG/Xq76eOT7knZX73W/YsJvPFtkqgJ0MGMoFM/jIe+PH5yXrTsp+G+U9TZ4wfBkzvadhVOKK6aQxxU1cok0WKMrBYYcJIkEsTEjCwkQSGQ173NACERZ885yz2YSZiLKmjxgAMxQ4vOSLt5apOWKjFdeZuohpoiXJ0Oamqrh7GZhVW36nf7u+b9jihUl0Z5kfGehz1EVAV63I1ZSjFiKqrz/N5uaaMwzWb2Dacb3KFO81FucFKi6vFY5X7c8n44vH7z1W/efPXyybvffvaDH7K7aU8S5gH7nRXkbUdVa5XZlcSJOKDdvqPrsjqd9levb0+I688+6x48jastVT+OGWpdErk5u4MFM0pVvVSEFndOuFVUjiU4MQmECEJGypHAhkAactesP/zOg93kcXsSTs/Gw35/5KZrR4xyspLDSNSbIg+HLujVmy/eb4+bVNZUGiZM8IlIESjCYMUZpO4cwnHIzUbi5nxKG6zPT0R03OVxOF5cdS2lzVr7V54e0Opk8Jvj8KrpWrLGieWeU0ritZYsEiUydwkd9dRPBpNUELKLUhwsjA7KpKOysRX30TG6FIERU0B2G90nBAjfU4VwRwyRiFRnqwhXjzFWEw8RaDF3YhZzq3Wd67yM6TzbLFHVbgcxc2jabuaAfiOFAg66n1UBJ4cpuLp8iJsKh1xyDOIKFrjVotSJpIarmrvSvVdfe2deJJjhMCZZKtq5ijjuL67ffvX1128Pu8PF3/xVaJrHH71PUu3n7JYRUiGIZXPA4QpKfrtJR607E0WE1frhBvi4voZxPOqrLzmlGNvVg+cUNwDZAj4RSxmzNAH1LPLbDSevNzQokM/1DUUyUVUl2DgOOkzMTon6w7XKfhrfUMQ0vPn8kytqxr0dhl2QjdnVPuhw2sVQrh4/oPWDB++d4aGE503Kr6+aca/THiVZTpzdssF4OpaISEGEozQi8cSgQEOmXthUOEg6PeP2Wdl93l/71cX+t5+8dMbpeQppM016jwiGLz/7ND6W9XrdbZrCPORMKyokxtE4mafRAqQBb3EAG3PhYLDJa7zSRNqrTIKMYMGodx9unzyEEEIoWgIHNdOiDDJzJgG7mbobZl8QIpJ61vNi+V60GgfXmtSZOXTtSs0CVxzHb5vYOmesciKVYMJObkoSqlMDXCBWzBuiyUqa9c3AdLtlQarlFvkH4DoRMyAgMatDyNoA6Zyg3d292z7q2nR9/eLly90w2Me/+Dfnj07Deo05Cu/fTbzkfHYQSAhV4q6+Ha6jTuY7LPa/+69qu1CAPfAr/Ff6qCqQAdgAmzu5OQDACAD/rf6ffPX93++/+Lc8aZ123P5HBh4A/yEAA17+W77+ow/f+7p8ffH2UhLBaDotq+ebIbR98dKEgmDSZGonFSgHk+k40shciJVcySYXEx9NClsuIdg03r1SMy+loCLMwu5uqkJSB+K1x3e1hebpVS2cibSe7HVNgwBQXczkmFqeXYGB2yYdNUIJTvOvtRz12cqmChv50vr7wnV3rw7NNKtEuN2n2xGLEznBvQgTUa3wFERLIVH/UW9216vu8bvvPWfRy5vLF59+DFOQ+m29UZ+QaG6kKTAHOBMYCEAAIlFiaoia5UP8d4/6kEePnzx+drI9WXeruDntQgoO2Q9lyBiNXdoMQQFG1165MGVggvbmo1MmH8wn+AQRBTLLPboF1Z0f1VIpeR5jBKBa6gE1K9beizHhUHEA07qoMzfNzKKqTEDbNP9oZ9LnFSWbdXD8dmfe3RTuagpy05klVcHbWhvOnu5U1SV1mu7YTG6FnN0raFpqONfgrDYolvvD7qLv37x69fLl29dX18Nmu3LC9fXFsNvVWSnPrRLXNOk2G0pacaLgc3QGoghEoEZn+Ff/43/+X9Gn///bj/Tt/xVH4RibdrXebAo8rlLokkni2IzmKt3osXCLCcsPwgTKLCqU2UfnwglJWIGhlKPdO+INrjBmrunzttOvSiESpHYPi/V3FWdFZWpiJqBg1sdleFVYbppm6gfcMUaWFmwmFM3R6rMHDamTAQEz1dRmOt5cHdrcyIPBBJRyR3XZX369Wp1w00GkCjGTAzbWxanDzZsXn/2m7dabbZSY1qdnX331ctNEkcm8aD6Yrpjqsy7Ulllobaaf+Oyqw1WPDdXOr2rmQ/78P/2PALibqzmMObgOedhp3h/313ksRIEkdDGNOQ83r3M5Xl4fL6908AQIUzgelSWcnHXvPD8/DgcEj52sTtKri7ers2778GRzugldHGhsH7fX06WchM3zs0mm3XS9fbLW44Xvvt7S4dlJfLxB0l25+Gq6enHelcddfpyyXr8cXh1XZWWXNl3mZmrasr3+/AZ7PqGTm1GHJj3/8b93A7z8/Kf7YWy6kzIdTp9/q9m8Y9NRmBA2x/3u//J//D/8+A9+vFltS+6PV6/3+52IdF33MDUPZBPYRj8Mqv3h2LzbpvXqSBmhKSaZ4mQ8gTUkn8h64wE2gCemDBu8OtejWOlH4lG4MGs90+cANQsh1ssszLp40BMTVzBIGAQJqULxLLNziJnHqt5YDeIcgItIAKztVrurq3sWIbekppkLVEEB1NVONcLs+q0wrgZzRG6zZJypO4wpOnmzfjDe3Ny++tTGV5///cn2WbvZ0PqBamaJJBHkpNPbV1/8/Bc/Pdk+ePjo0be/8+7V7sWjR6eH66sUopmWPPJMWAkEqIG4JuvoTlViklBR0jqUY6JIdeUUsS4ekBOxIdgyUqDQSFw/Ce1Nf/Pi+s3l4fAa5bptUj+OoNgf81TUEBwIqSXS9bZ78GA7jn2hbG6bzRlHarZRSVObJp1udteTDI+fPt+cb67KzSahH46DDbjaY/dqy8dV6yfrTvyYfBr6q8jTScMt52hHn3TTbAI1++E6hSZ5x4OfdI310+WXL3ZK3dPn/cXnFy+/kK5p20Bt3J5/1KzOdbgRJpfNdLg5Xl2cnJ0cD4dGhJw4dttTRilZS5BtoDiON733o74NG0/pxHwyx1AwaBiNetUxhiETFxIXnTS66GTaG01EI/NEZXDiYtqbDcQ9x7tDUohhikrI9LrDaezQXEIIXlsURlGtU1BTB5wJMcyjKyL2SpFy1EkSpaYzu11CrzkTdK8sxS1cibpNURVNibz60miYHYVpLkDBABghrc6uLy/vXj1zcXv18nMjffLonfWjpxRX7krILz/96Re//Yfz87Oi4/X113/1X3z99NmTJ88e/fzrr08fPoghhiah2hm4mhszuZKRLIMoca/FaP0NE8VaBpg5cyQKDicyuFSHMTMliqpTiBK6M9tdD4dfnW1bzefTNJU8Xu1uLvdGsjJwG9fjZMyx62ScjkUzNRTbqISh33Pk7mR7yP3UH6ixeLLmlmglW9mM5diXvfrh0fYE3MTpeLaOOF6WfA3anyeLgTYNziNiPx4P01a2+ViCU1IOkwZTz3kahsC0WnX7fHiQ0vqM9t026fpwvG5WT82EweXw1tPRCw/DeHl1HMe8+d4pCXFqy6QcuZFELEN/IC3UioamPWulkUJlLDIp91MpLQ1KAzmB9VioJ5pYD0aZbSzWq/UUc4JNwADKxNl9LOMdG5pYVAtzNeCsIN3cK2RVZo4hTnliJhJiotoWOVCKstCyD1etf6hoCXB0TTOvT2CO0Ts8dCFr+sJ6qiK8PlcAy5kOqnv4dbQlXKGA2K3O9F7+f/nJr6fRD8ehbbtXr19vjv35M03rcyfuh11oNuOkTHSzO+73u1/9+sVH3/lgvT0vRgbJYwA17gXGYHFjc2aORA1Qd1NrKhUgEol7AAK8UpNEq++Mjjz7iRmzu6s0nVq++vLXF1/+w9n5Yziu92+Oh2NMTcm9akixg4l5GKexWUm3Xa1P+XjcafCTR1sP5pm6k1VzmtIqvbm8GV1JygG9kMiaj7oz6p9tQ1Nu2lgebNcnIdN+H8q1lavW9ieNrUlpuL5+edXRiiazw7CWJEBLVIqNvWIEC43ToEGwfuyM6eJi4mNYvXvsD0ECozjHm5tjnvT16zfPn57GQPubK0mp7VpQArk0nU0jiMex38eLs2fnlTjn7MW9Or4WVWOARccixFYc5uQkLsTuzEWLFTUv1ewVbszfkN8C5t1iwiyhWEpm5tr9uvs0TQCT84xmo9KXmFjcTUTcqsWyzyYK5H59/fqevP3iRgu/C1JfSEAON1SXTvMlQM3dtZov1U4c7iCJ7Sa0Dd2Tvrm6PCjYPPZDAYVSBi1fNe1laqlrz4fpygsVxeXVccwWm/Ti5dePH5xJoKLxcLM/e0okCVSACBKWGoIBFEHkLm7MkgjRXCoXVhWSOgRiNtfCsXEPqKxA1ZLH67df33z9cSk3m7MnYP76xYvdTZbYlQKTrlu34E6oHcYJrTQnSVaQLrZta6LoCkdgcltROG0KW/Nw03UkGy1xak6219NlP121fjhNm/PkrfuaRj5elt3XCYdHGy5X+1WiE4HeZB5JPITiG07i8LGQko00HYZiHprVdHPkEwJMsApbO17TVN6sNo9vbi42q00ejjoNwy6fnHZ+soJ6SomiFNWmXQvzlActZbi5SHl3+vSERUlohKmyspMkqywQ1aweiMkZZG5uptBqXU4hBJ9m2BpOIgIniXeyJWrFzEydly2OxczYqmeYAyHUfTK/nWcCcFdmWabcNRmSmYab/aWVXWpkHHxxLayd1JxKyQlQx0JYd6vOc/WneSDvNJPu3UFV38NXp48lxM3Jw9tXX4xV3ZRijMQ8Ka4PYxhUAmebYmgL7O3bHag7Wa9ilLYhzWVCbEI69lMeprQ5raRVhwACI0dwTqjnOycgmTEgYFhgEvJIEEOAI5I5DG5WjocXX/z2s49/49PIRF748xeXQiiTtukkxXQYDuabUjjENJQ80cQdCk/NNmmajNCdriabjIq1hhWXVlmwfnQ66lEbtFsZeZDG5HC9bT2O1yjDqvXWjj681ZuvmzXJaKdrXtl16JvxOm/CGkdY7ytvpr73CTq5jtPQj42vD8OI4B/+zneG3QWffSuNG9n/ukX6/OO/f++9bw39cbV5SPEY+KBOOZsXpSgiMYaGrJRpLIf98eaN9MfVaYwizlDTcZwOh4M8eMBgCTKpF/KclciF2M2JoNnJZhFaGJMhhAhkYlczwOneVjfXeKNKkjcQuIq3YzGvIZirFq12ibx09MJVVY3UStUIr+Ebjvu32zZNzTQO5a7svNcveZUL91tEyW/zJBGbG2ajcKrxySRwI46bswcEO1ndzTC0BHOISC7OLKRkgtHHEMM0TWbNbneVJ2qabr1KXdvEiJKH/e6oZWrblVkkdIbsWhAiebDiJA1TY05EyT04AqdgZJzI2TgBPHkgpMBmqmDH1csvfvU3f/n69dVUMilKthSbGFOZtOlWN1O+eNsXdQlBpKE2eMlwjx2fP99YzGkVQyO78UAJow+USLZCa4oND9bvpxsAzrTtmnA4uB/Pm7jy8VHLnR9OYvY0EY5pKqfbZsNjkxseYfuSR5axUA6ELnoYhj4olV5XzUaseXFzsXr2zG2UZjW6svDp4/e/+Pmfb5vNmy8/O3n4QGJs2lN3msYJZEZMIu7Qkl37PPTHw3VL1q5S162yT6X41I/alBC4wIuaOgxSj2aZ7bLInWJMns21pqp6vPqUp6apyOU3PCqqNoK7M5GahurNMAOE1bDdZ37oLC/jy7FdZ/MqLMSsiwVrOF1Hd0tB3KfZ3PPe0NPdF7h+5ow4HFZIopnNE0CmWgub177f4Th7/Fwi27TP+a6LB7XkFWmooCmrARzGqZpIsarE0G3Wq7aNAPX9NI60P9hh2EloNl++eqTcrdfEDVmrZZRwBk7uAU7uiRJTJA+gKBB3yp5IuUgbEOEQHPsvPv7Fr3/209dX+wI/Od3kfoIQRXYyCaE4AL7Z74SbTew8uEUnofVq1a2ZG+cV8ZosQE0LNG0jt0Kdh21A1OAaGnhH3VqbfCG+izw0pW984GOBHThZY8dCQ0dF8sjOeV+4hNaiaEDRxhoffLqeGlkhk44GZYdxt705Hh5yKjb5/oU1Jxhvnn7r219+8tnh6uVqla6znj540nSrYRiJSYTNFG6eey2jlpHInUQ49sfeOj1cjaP3vAkpxYlhQw7OXqy3oi1smmgkKiQIRmrmbm5GgpnKK7cqHvBvqhsRIFaRbWI4qRnVkRK8cpes0unqYNAcDhGB39kc2DzwtEpYdnKvbjJ1iuiLbth8D922TctfulWz+Gp/awSoaeDKEWGHi6Rn73+IYiyp6N2YoRQRkSkrk4QY60yqFBDFYpOjuMuD80ci0FLMtWT0o5F0Mcqk+OzTL19+9Wpzsjo5O51GinHz9J11u9k4NZQYwRBg0SmSxYkCOEUXSApIoehuePPlL376by4uDmNQ3tJJWgWnCe6RKTGc8jDFkGxSauk49A01IZIFrDarCUPYRm+xs/40Be64OtrTmtuzdvWgo7UrlX4c5KQJMp5wH8s+2K4Nw6n4CffttF/F3GiW4XJNx1QG7jeuvPKuv7iZLspaIvU89XlNgVWGfdGbrEfFRLrpdL9v2wbCJecBNt68pXWXmtW77z4+2Xb9Ybq4uMzj8eThMy9eirqpqZprYHHDsO/Lse91vAZOkh+wn2xKZ21Kwdxz8WEqV+NxCuccYlajnAMaFjZ1NnGHuQkHg4uwG5GIIWPRzLj9iM2qC/q8WVZFwyoP38yr6IaqLoqfSCllK+51tkQOMDOBZzK5WXDTUnR7srm4GgAH8UJepvuux0s+9bm2WJ5uDtlZPwxESoZ3P/o+kxwvfpPSRu8FKLesrkTEQczUQOZQN5/VF6Ib972HyDE2MdI0Hglt03EKzBzUMal//fr6yxdvS4Hm2P3yy8fPnqV1d/7Ok0fPH0nToRUS4yYgEhJRA6ep2Jvd1cfX118ffMBGYsuyEi9QdTLCBE1eJrOEkMic0klqN5Sn3ji1bVe4hJb3uo/FH5+ce+eylnbdlrH3FXUPt9Z4t5YJcLYy7japbMBd6IOP4mVlx5OQff9m27RryUx9KyNPIiMH4/H6iAPCFIhouOxDkaNqolZVD/v9OGhITd8P+2H/+Pkjy9mFedjd3Lw9ad/rj1dq1q0flHKRCpcyvPryCxBcC0uMMcJ9LLa/uTIdyQs8rzcnkYbUhHgS4maFAPUyDGMpHRNgBXB31WmCuRUTFy0lhJDdzYy9GhirMDuoyh3dP3PdvVil25GwuKktHks1I5K78C0JGJVHMlPbam+uSlXZU1jdgmoJIaXUhkglEyoVr1JG6nC8Nkx11ZLgcFOT6H5nkDUP8N2NyZvV2cNnj12LFXv96rffiPAEBruhIphTKRIaDmRq6mpOnOI4lths3DFNxREB5MkZiWCTlRgjcRwnZe448oj89vimHKbPLn7dftpuH5+fPn509nAd1l3atkFo7I99f5HHy33/9lrztLLxWCSwRwgijENw7TMJipvDuWMjSiF5do5yyIOrr7omB89uad1MXE5PT+NahMSM4jpok9NKvClEtgVx8MfrdMr7lG9WsWc7Nnm/tqFbaRwvu1ZX8XgzuUySShCVlWwv9q+PF8fQcPKk/eQFh8NhuM6H63G/t2ffenbz9ctHTx4VgxFRXFnuuyaVfhiHXs3KdEWyKjn24wgam6bLU47Rh2kchlHEQwRS5+YtoWlWSSg8bKZN8YTJppynw+S59p5BxgyNQuplzFFT3dK0wZm4ZEV1ofFZONbM/pFNGgmrGRyBWbUQEzvDiYDKrEMlkcyer25kcBeWxU9+dps1c3bEGEOQlFLr4JSC5mXn+HaWdOt4V+tLu5WHMBKulrOYcymBnJ0/+ugD1GaZdcz9eG/UiVArYq4W36EhB3LOIhI4qKqs5GTVpaaBl34/KuqpQOOoItGciJtSJuHWPRXOq23w1pzcxac0vj28uCxf06V7oGbTrE4SpBQaC40juVEqjXMQV/ZRwU5GxEJsMaTJDhQ48+TRWaQg9+NQgq7WHUXKlI+msEIuW1IKbNHbFAcfm6bBhhBKmg7TeHXW+obHxg/bqGE6tiHTsG9o7MLUUL/2nK+LDBwLCxQTrNB58+Ds7KTsx3HM23Raxsm0JE5X455SV0yHPLXtejKbLGM6hmaN3bWNO5umMXMTk8i0WYfraT/0Q5mOpn4zTW3bpBhZIokEJiAkMy0ltJ1H9ZBHG2DIQyaSGJE4aDGCCsHgVpSd1FyLkUGLzdx3YgPcVQRU6Wv3NGC5UpqBoiWGULS4e+BoVmaqZ11HpnnNg702VaheyG5ODnOXWrYWC01qQcFduzbt90e6rUPvOvrlb6oqAvh2UQnzxvDMZXajR09O+rdfsiKu16uTdy5ffT0d7zEJZGZSm5W65ueqzOIgEvaiIYax7zkSgTiFMowhNSASYnO0zUpL1gIHKRVqxRKyTy4aNyFTDl3gE9ZQuk0jHUqbPWjmMliZBP3xileBPQiAwkQBCskhrDAMQ3E0QchQ+sLM0kmIou5jm6lFRlEqUyfDyi7Kfm2pa8R4pETaZtKcqEQ/BBmC5qDGZSdh3DbalAlhYD1E0U2YGg3jvpS9sWpoJJUwXfXj1bBJm+Fmih6GwyjqbNTFNoicPNo6WezWxyln9bw70sbgMvYHdzJYAsGzUAeb1qt02oWby+tBbdMEgqLWU0SkGoI3TEndHIppyAMIx+EwhRzWJwJiUCTumrAP7G0IU9SjI4AylJSYwF5H2QCJRLexKhkGuZ9CwYsDmJlX0vHsUIfqQ1fLSCNAWOpahflMFwKgasxc9RKZOVShEHJv6kJdFW68y9rLKApzw1b55F63Nmh2RmaGuz1++my7xfHyZvz6k83pUwplHMcy3WVQd66aSSIMxwyGzd+DnIk4xNbVtNbInKIZ1NSJUqQh9zGEGJtsRRrKKAixcE7rkDmXoLQiToSOyrrQWrgTtGzMw2RI3J2vh/1gam7OKi5kk3qhdJKG4+A3TgF5Kt5Sscwu0rIOJTxaabKmC1mzr4zO4r4tGnEoCsknoJX7lnEaXPOhoTGWYzMp+ou08cTlvKUkTSwTj0caiiNQQUQQk+RJj9Px8hgt5r1Gb4PzMB3IRAsN+/E4+ZqkzyWttscpv7662p63waxQXJ8+un7zEurqHlRL1k5CbDfHm13TNHnc1fKwScI2YSqRRcgis6gWMkWOTbg+7o468AmJVJq3tg3aRrYp9lOcytgGkRRY2SZFAAcxdqZgELPMJEGCWTC/44P6gig5/b9L+7MlSZIsTRM7GzOLiC62uHtkZGVkZRaqZ9BDM32Bt8ENXgEvCwIIoOqtqjI2j3C3RRcRZj4LLlgtwqrRPSACNIniIt3dyMxUlPks///9YeZM7GFEfLP+OjCSmQ18Q7wJ1ccmHW/6Hn0zoCPAEF5YA4iShW4w4qH6wNvA/k3x6e909+EumPwGEQsEnObdH7/7bvv1P7e+XWt7ff3SnHSEH/7+GhMmv7mYAiJopImNjwtLarWmLKYOhI4hAkxcWCIsCBzCTDlJlMiJIDsLxhzGNh1LTKGLlWOKOXQ2OECUWC+vS1rFrl2hTGVTqi6WdpxdIrkGOtuLQQ5MIJa2c2XittaYkY1saemQIYOYRMG2q9MsPkE7f0l+vbxsDx8X2ZdEONO29qeHGSc7E20F8JhiwW2Rin41rdikb43WwGufeGoXhQ3IsF+VKWEHAhJIXkMsneo5hKr783XFsgvVPIkTvjz9unz6w3T/MSX++Z//o2lM8/768hQetVk45Cktklrv5GBQUxICJOtsDZBAOBicotZ61SvtKBVsDBzIwHnKmVEoKDPngA0goTUNBkyo1YlRwwkSYI3AsFtY929vcJKsqmOEJMIRERYBwMKDDhPoY/H5Rl308db/Vlje7J5wKxwkrAU4EguDCPvtKv9tZfn7Sn7AnxCdKDwMARjRHQgxl/Lv/8P/CdHbdj1frwjUHFrdukZ+RxZhGiM1MDe6gZNsaPPcA9GRfF5md3NGQkg6DHFkoQCQp9Rqx8QOwJlVwjLQxFE87cQXTXeZdwxL8IG6dMpVtpdv8HycGuvlYu20UnZpVCQtiRfgJXbFMNUMfi9mFqqdmzvxjqPHLs95Xxqrk7t2KnlZ+n528ZetfYF+EfHt5VQ7W5Sd1N3U/HrKUvdzPM78kG2KOpFzs/MKUZWqUKPkTBHUfX2+1K+Xw3zPzuTerjXBDAm33jCn7cXS1pGnZvq61Q2iBc/zPszcfDr+8bv/aXr54V/Pzy85ZQKT8DC7Pr2eti6cDa3kRIAQFgAoaUrF0Ax93baTX+3Yy8xp4gsxhEyJLxQ5IVh3tg4muYSCb5F22d0iBwOTRtRgzh4dggll5BWOl2rzkdM5nteURgvtEQAEeNt5hlnKycyHDO/W2Zh53KrYobMHAFHvLClcI0AStk7oN83yaHz8vdr+bcA++IxEFFbJ+S//+O8ISdu5tkZMvWutQUwZb3Se8TK8SaeFKByIUN0BBt0JCUgYDByIxvZsuJU0PBORgEPkXXJ3Vbv2KkumFLQHPqQuffow4QKae3lIafZDbHb+aY5tjsuhXQ7c+sK+S8/n+lKJfClxz3JdO2KaDhO8uk7746b2s29p3msEGSGjYeO4FHC280LySXJWxb6yPfXtdS4iCEBUv/qVbCY9TronO0Q7UpF+2afu23r6ZcOGUjlrOb2ed7GfpGDLh5zW9dIU70q5vD4VSl67uzxdt9YNmZXo5XRSEJ6zdF+vW35cXr9+2T0mZUrl/u6bOiX+/MP3CWc3uLxq4vywpLZVNwVz7boUSSwSzlq9QFW96uqT7u4Kl0CGRDiz1JwzCHqQa201mHhm25QLu3kwSknQw8ESp25bEjZ722X+1mYEkNBoUty9e4sBfmNRc6I3dCixmQ8/r/vAfbxNUxHdDICHnV1EimojYpZSymut9maFh9vQ/t0wdCh/4daluyAF8t//z//b4f4DBGznp+tlVUPVBNABOMDcf5+DuruZMeEA8asNx9PvKv+AkCSIBNG6KjJZtzwVt+bO7o2dAIAmLLN4NtoJTBgzLg9zTRvuKD+kfemzPk/2Gv7LEdcFTvfJZn8BlAb507F8/nr2WFjPqHsjBixrwBId61ecliTXun0JyVgWAhe3KWNo7Xi6k5K7LwkAtoVOFU+L4y5gUYhuq7a1rekA33xTPu7ojvtdUrus/cuqzxuuHN1T8GM+1Ce9troT6aeeXRaao/k+7yZOL3U71Q0lX7fzl8s2S3s517xL1swCVtUjJ3BotmWfwq5lOk7flEnK008/RN3uZuyt9013ZfKu61ajY6uUpolLihQb+upNo+cF00Qg5iAghVNBSgSJHbJgXqb62qNH2gkGugZ1jO5BERzaIkk2WwHQQ9/N6WHkIhCOQSa7GyPGoM0B9taY5QZYRHQYXQ95+JAnm/rwhIwdPRGKmwpLAITBVPJLXH+nJt3k+Lds2eEAuVEdENAsTbs//fV/Otx/tLahr+eXzxbRWg/kVAgCA8X8vaPKBgkS3G6mlMFfxhtpRkjULNwpUWIOEsqcS+pVzRQQrnXb7QpIcCEr7sXSLuE+alrpnvFIBzrd6WkXr7z9lOzlQ9p2/lKurx/yKnnXnFaX/aybCcJsOlMqZumqnmrvkXLs7ha5NFstrWd+vD+i1wSt6Wa+zhVmTKx1zqnT6QJnbnY3pQWZvLa2hlavdP4aDbNrNCh2af1poytFRWxEJFA7rXD+ek5F7GJepXXd7Y6trStDR4acX55ea8AWdD1de++JAIm3rXK1c/P88I3ptV7WaSZrmCij5D//479rz88//+tPKTYn3i4rGj7MC0aQG2sTiFZYyTFZ2UveC+QARmRhZmTmcPRO0dAr6OqJQcDVOTMIRAJMGOJSBB21Gg0FHv1O4hjNCd6erRtt3t8UHIgonN6AIhgBjCPXE2+6I7uJmwao0cNNXWBIUhAxfJlmjxOjvB2gv3fwbyfo0AYEIQnRX/7x38u8CwBhPD19vp4vW7WuXqbkhqbKwvR+SDaAin7b3hIz+tvIF4KQiBjUiJGIW8csDOCjnR/LC8oIglzEp8gHTPdCR4hjpPuMR3yg0wO87v1pZ19Jf7jn61yfUv1atlPUkg/bfjeB+BXrGugq0+6R89QMX+q2RA9ZTMl531g2h2e3R9sXAXCtcdHYZkwLpiLB7oaXC58t7C7yEsxoldYO7TGlSVd9mZ6+iLIulHhL7bWRs8BkF8AV2vO2x1l6juul/bLNH46nrXZtbhiSLltVxHO317WHxH4/b9bmZerXxozb+XL8858///OPMLutdHe/h35lB4bEgI+Pe9IlEX39+de6+ratcym7ZQkwY/PiXpyOJA8JZoQSOGNI8psJFghMMMAqeTPODp4mAYXIATVAEBNiHzyBBCCqIw/p9yckwocmY4hBwxxHyAZADOkTMNyEzLfpeUCEh7CMtglGRz7yXhEFMREnDwPERGlg5OjN1Plbm3TLmrnJownDPj1+4OgY4Vq39euXzz/WpgGQUqq1IRKzaNf3Yla3YHz7kojjSR2zhoEqAQLJPML0GJBE3M0xQEd57TIxM3LClruX6KI8Ae0Bj3wPTw9wuoenB3zm+re79Hq0p8l/xZXtS/Yn70Vt3soua9Ou7fi4k+05TfLhUB7TeuSvzbPhRDgbp5fu9xyLz3vK5vVq1x61GB+jsCGDq68HqpAjauwpTxkbrWnH4l1qrK+1tn6tK1e/kxLXSAFEhI38hP6qp/Op3B9x44taPZ8e5k+yHM4vz9X7y/l6av1lXSMxUKxmGZKknKcZmdfaPOL4+OmH//SfPn243549M5fMaE2C/vjt37Xnl5ImrHaG815yc40EkTnvJtgBH913HhkMmpAAsYEAcu8R4ghu2tt6sZh4Whg4DIydCkEP6EBZqFONKigRwcwR+D5MEBBuxnYAQGQWd3tbvHtEoENEIAEEmgXLCDoeGTeDIDZs8wEB5iPGBhCJ3TXCSpKub9ureLt/4baFIoARCEZAS4nL0/fT+sppur78fL1c3RGAamtEo84wGHklv52gyBYGDkjIRK7jU/CbzRRhbBIAiUWKmClnab3JzOOJdQT1ruy0Yz5KHAwPQHdx0C+P/PrBv97Ty6H/tMef9/3zrrJ+zvBM0wvWn1reFcio3EFDUPSL0dJtjnXy5lvGon3j3HZ3hhPy5XmP9jAfs6ZQW/3aVAvn2Up0I+Ja6+W8ecAyTRN5P7USZN45LeK5X9XOjTeAVZ9P54ey/7BfWBg20Gfrz7bwwS/6WjXm3cqlni85sQZhJtlPl8/rqbuLfPPNfl23S2369OqI1Wxeds/Pp7sPHz98/HL69Sl/yJf15fG4n5cp72Y0mefZVxXDjOA7cYDVLpKyM4CQCzi7uiKZuQlwd+gYzNhar/XalXWbgC4keyuQjFE9elAmmji666o8MRn3JoDo7v8mhSpugo+44dmCiNU6E3kEveGG3Hxg4OEW7zlEpMiEqoo3IDImGTE0o1cxR8Sc0AziN3oT/LaKfxM7AUL4h493ta0QVLcTUv7y9RcA9oGJiGAiVUUA83jbhgIAdG9DDMVIFhgehBQegQqAjrfQRxIAskCgDBqdMgEPBD4EeKYcOWynOlkvKju+x9OHtN7b1wf7fGxf9u37e/2Kv1L9pcOvGL9Y+xLptcCEmEkKL8xtvXYxn+LhwxypC4JBiFInrfs2302LzrpddBcgfVnS9uJkaOQ2OYDnktsVaCWPwAUbtmWattamNDFgVKeNLl8qVMAa+qrmF1gY93lH+fzTxV/pJzvvP+VK9FQ7pXm/7Fr058s5OpvZ1fGkkQorpc22zZs73T9+cIJrrfNuZw533/wlq718/luKFMvh8vX1fsq1rcdlaa0y++Hj8lIvkqluoZPRRI2b3abQhh6ZUJKMxqe1plpaq5drdANM1ynOOH3jptiRFrZmmOjN1A3BwJLMKJfJ/T1ZJN18SABqSog36DbemLQjlPsWxTmelmHsfJtGIRIzm6m7h7sAkIdjxOA15sTr5ogjSjB+k94FBL3x5ab9/R/+8n88//IfW1210uvlJ3Osrffe1YyZu3YzGyFM9K6CTiJuQYkiwNXD422TRG9ndXAaaw0DwkBgEQcHIhsNfjhQREY65PwJ7CFzednr17T99Fhe7vuPh/rD7voMv3B8Rf2b1X9p2/faWnoptivlfnfIF2ZTP7dYq2d4ns/3n/bauxSJbeXMcs+d27TI5QW09LwrmnSHu9P1Wk3nw+xgngE729WYpHLLiWtu6opJuPD511dubGdjFTGJU/SqT18unuBx2a1bPK11+fDhxdEFL2Lr5Ul3c69bsDyfTrt592Vtz7UdJ76oRUn7zKnky+X18Ztvp3kiUl3Pu8PH9IdvFoKnH3/8+i//cb/sprsHMbu0tm5X3CeYYAJ8Wc/5OJvANarl0OyUkWeAGamkalxBRmRy1S08MVpGJXEUJ9rWaSFFVMANfbO8lPW8SqIY+mFM7tt7/NYgJo+QLkQUyWaG77phScnUAoORhMTcbttvM0RkZrilayMjQYQQUrcaPhwhNM3L88srDtfTWyjMzSYSMRBzf/rzvyPiuz/+h/X1bz//7b+Y0/VyHvTXJAkgauspZzN7398BgOvYKwytHjFh2BjqkroBDyZZgIeDkzAy3bZg7MQQ5MQUGGnHNntMTkd5QPvg/WPSpX1Z9Nd7O20/2/avxl+Ef0X+RZ43/9HsS9Ae7CH3gm0psyauq8em9yj1a6ceGYAqN4u4w/lu2to1KtKeaAESRPJdZKitvtRlP2t0U0vKJOzotDBU8OYwu15stlm37q+GRl1dz0aKyLxW/QVq7Xp217Z9fLyrCJPuX55PX56/3h32r88X7XDlzgxLocfDbp8n5Pnpy5fL+Sx53r6eygPLMu855Xp6OP65e/zD/e7045fr8+X1X36U/TR/mM5zLfuZZmgYdMdGtvuwX08NC5RDpj1CMVjignytc+XppdEV5bX6xRulqSCUiSKho9mSrIaCckaT0NolsYMNR4XwLfP3XR/M7k5jW+7RWsUBAjcbrYdpH4hQUwO+lY4AwMwAEWYeLindsgshxMGZyCGI2QPnUsy7jOzWwXtwv4n/XAng8eO3836HnKGdore69etl9ds5670bM6eUTe2mzXtvWFH0Pj4viLfWaPy7G+UhDIAiBIll0LcjFAgAnOFmkQGC6AEeaAgOIQmoIBZiwaam3TwgU0osRfKRHmL75XRprW/EERhEhDgti9W6nbfruh7nnKcJWiMWsQBFNkTDOWUMSMgQxshlypvp1ho3nA+pBNdryMxOADmcgBKZKAhAAiAP8zAXLLEANuhgvVnTjtWn1ffUUv56d3+3Z5lYdvMuWSyqaSqq9dt5/uFcH1o9MOUy/c+fPm3r5fT6ujf5hP1B5tx0yVjwSt/9GYv2f9h//6//dIHt8+XLV5KWXO4aLcE7jBzL426DupS5YT97ufhUVa6QTjWvMbdIFacNcudlowJ5h2mPh4/X2NWG6GhbFxNdjYOjOwZhUFiwgPYGZPgev3Vbo98cRcQDaO3+xiWmwUUE+u1Wd4cbDwdixMGNSpGQzFTMq3cTEXcgZgCXm4UexgwAxi0MEYCl7D/98S9IghGq69PTL+t1CxwpfBDgJKwa3VrJGSLMDN+B/3QzcGDg6I4AnFF7HeSPgYggBgUXSCMNDMyQAYNG6BFIgAYIQIDQCI1k5OTG4Waq5tA1AsCan7YtXaW0SXJeFk/X1tUu68bLtNZ2nCYNsAggrNoiBJtOJJiUIOq1qdnd4x7QwUPNJJFrR4yumj2rGTA4w7lfl0OWCXt0SOiZEaK3xkjkBBbq3cWTs5tFhUTSzptnPd7lP373KZoeOs6CsV0Ph4P3ut8VmPLpvPUFPtxN04SpWJ649hws015tfi2f9uVg5cPepelUy90xcPn0v/7lm2Lyww8/Pv2SCp30VBPzcf/aIjh3ueu0KJaL0Uu1VZNT3kKMxKh0yJAWLhPQ3GCi3dHT4XL2dLjziyfI1p2MogEZeTUO9nDTDgN4CL+fQcwcEaqOA3QDoKpEREjdOoypYUQS1JE+jKSmw0l3O2jNMRyIHRCJhEEo5wH7AghGmbLUfiMk3krIseNB/u6v/wfKEwBFNJruP/7xr5fT63XTFnZjPQMEBjGaGyISo7/7eJFyGASGEASouwEa/lY+b0GZ3B0lwhzT2KcO6hMEGlNyNHJAwOhOQN4NC3i4WQvvaqA3O2C05vVq28k6z2WeJ4u6mQ7YH9PWtt67ELGwqgmSuU1pclNGaZcaEtupIndgT3OOXo0dw4K8hiVO5t3AZZehsE2BiJt1B7077qmzrtURbDUByEuioOiRQyCwc/QU9UF+8M9/+PCwpg4zdfd66A8f7rt2SRwn1xmel/P9/WwTxtSoyB/+lz9EdElxWc7znxZ/QEyk9gJ34WLTceeZ/vDvAE4PV831tf/z99vZ9s+eX0654expD5Ioz1dUSxycAIlSoTIrcCBx3jcn48XSRLJXuKYG2MCqJxRzCwvrTkgYpK0nZlX7b2blo7VmZgTo2sdu09SGqH78z6y7B40BamBiMVPkfGPfISGAmhEjIol5Q2DkEh5IYB4pp643RwdiYFAgkPuf/vqPeXlAiMBb/CGn5Y/f/fU//r/+HyMyi4jHGc+INDTSGPhu1Qlu4BpIlBkAIhTRzRpRDgcAjg6JpV8bMroCZ3YNykiJyNFNiRmHHXYUCSNeHEYYRag5MqU5Y65ln+ukPPH50pQmImaO3vSMGyNNhMP0NENpGgA9CUGRIvN6Wa1VSBzgJFpKtMt1V5aAEKHUaFu3ssflIV1evVoL4CVlSOFVeU4+aY8Ok5spZiYIAI0QdIwxAkyEV2o7f6Gayql8w3oxYKqTnS+X5ZusHFuxlpEml79LCrZBU8SHj3d5zvvHnYVedvXhu2O6O7jVy3ZpeenlocPha/3YHw/PNV5nufSvX870+UKvNH3dePUdaoJOJaepCAhKKoBCXIDF3MOQRRASaLq8bGRsYWwCPawaGBAQOkR3bSokEJUIWbL297t4dxsIWBjYZHhzr/3GAPl9Jh/gYQBkDgjORBDu5sIDIQOIKB7IyIBABOZGJKXkbbDERt9FwQqPf/zjdHjA6IECFgHmbn55+vrTD2Y0Zv+3bQSSm6nfIuPf90kI1aMhQPiIyHYRjJF4AgyAEEKRQ9FacBFTo0zhAN0jEwZhYGiYGXWEHl6tZWzmTfHacIGMLA6Rp4yFaMn+Eil5gDIzopmZu4DbEHM5c+1dRDho4pQJJ8lrXVuP67ZZtePdBBiIfllXnhAzGClkWXufYOLC1ephf0eFtgjeSaTo3HnHvmoSxpCEbJsBReYEhn3tjAGZPENDfdLTlBKURktaHktZBSexgKpqEdtsv+DL7rh7Pb9+/OPH+WMquwxTHHeLTPwMP+zzN43/+BqnVWfzux++XHD+9PXCnfOvq9b9LjLRhFHFTt58aoZMuQMIZWI255xSaIQCOgunaIHMjIxuGYtQ8jHIcQAH6x4aYc4x1JyKhO72PicDb5OfGEt5c2MR4jAzHjhFwt47kxDRzaoJN7+8mRIR3gjJwYyqKinNgW7aEIWZIWgq5Yuf8g0Rg+Tw+N2f94d7BAIUig6IsV7Wl5/+5b/+1+va1MPDEUNHoiOOwMYYy6F4t2Uwf2UOQEcE944YZqOnFxggBhRzIcoQTOYQFC0gQXBEh2gGGZ1c9uyb+9Vhg8uOdk4vV40aWe0u4aEgFeYpe1JKftwvG9Kzdu0tetRt60XQ3D2ga8opJx7f+S4l0i5TruJkvnXDFFftaaHdPnfqkKKIdNf9/bTqKS+ElI16oKRJDNQlXHBK0mIDBe2aSuI8dInKIYFODvWqK9bjYbfVfmkbet/z8Uv9IiWWx/Trr19hMQ8N5iaQU+/F5Qiw2PShpJJoEcx8OH56erl2tE0ONejHH3551kVMf36+KC2vllYDx7QcDleyxyxZpTV3BSRgYAImAFclRAxCZuuGwgDUun777afrqW8dcHDj/ZZSxEzBN9AwE42G930UVgSOlfXQXZjBgCozSQy4CGJOGRBG1Bs6WlhAEMYAN9RWESGlPBI4xNwxHCkxjgEB7R/+TD88jQ0PIz7+4bvlfrCA3euJRLRenz//8y+ffzxv3cGQCN3VApmISFs375LKmL7Ku49XkuuAfCMBeh8pROaOmNxReHIn4mK6IqbwhMCEKZRRC4e4mm5GmSw89g4b+sXpSFdl1nRMuyRz0GWLFWokAxEBjtAgJmbOOW9tVTVtbVlKSVE3aFvrEeQBhcKybiuQ5gUS8OzQyTvAtfdJFBNQpoMImGH2aS6KHYTXaJmDCjNwC6OZe3SYWYAksK2VBIEZAjwCBPvVcI9AVqVNc/Frb6tXPT2UxWZ6iUvcwebaDfLMm3iZGzM26Rtvh+LPfZN13k13bHPMh/W6nZUVp+N331w/P/+nH587zbLkWvupkkqq4FJ2qDhRyRSqrr1CBDogonUPQmLyrh7g3RPI4+Puz9999/mHzy+v1+umIhQUweBwQ8ypq6CMBHizgHiHgH0LcX3TMeNvAcEecSvSYHg4IDxuPBwPUxt6/5wT0eBmIiIIhEUgEakqE7grWqR5Bq+Z0sM3fz8fH96C5zzcT7/8y9Pnn6ra+doj0D0AYzj7icQdDN44eR4jVeT38x8vHiM3UQFVmM26CIQzMgN25uLeiIVQzTaA5JEQEqJbr0RZQMwCIPzqcIWoCputAYXy6xpTpB0HvpzxwtN1OvhOSJgkAIhkDITRXbsKLvPx/qrP7DhPhVq/nyfSvvm2m4UnUodAWHsDoVQksFsoBuW5lEiOGmFKFgJlyjghFka0THFqup9SyhAW2o2ONJfJLcBCq4a6QYTTWvt0WC7tGkXXsFTkmdaFUifnBVHZSG02SEiH3BteJN0td18br1Wt+reHZFeKvGyYV1XL+8uW6fB3f178n/729PyCT6tA2V2re+IGUI2iGxElGvp6FwzAcFOCpNoBSc2kLK31b//012X/6bu/foB//qd2eQVBBQA0YQlEc721zRiE+NZe//6IqvahqXMfz4UTU5i/rc/D3XHIpyjGA30LonsbqUYgAo72X4gpDEIbhEdMuHuENM/TDjs9/N0/pDKDdQQAzra9vH7+L79++aIWtXV3A2AzG4rO+G2CkFIMflQEorxXswa8ASBHKhISkQE4ICKQeUDckD0eiMjDrMJS3Ig5R3BwkICGISEycGJnJwtwBQBJuMslHXdP359fz5ft155+ZYilTiVych1kPrLeVX0S3M/FWk8IBkEAurUpJ0mAPIKrgIMuvd3tC5JPGZU9vEpCTOQcwRCEtbeyFLUeOTxoN5cIQCaPLjkFRA93U0aOBJuakyOBhlsKEtounWaAyWFKa/S1NwyqZJais7SgFed5OeyPByhH4rTs5cup/fT5UvbcKTokDfn65XT16+fXtmrmstT6er0qK1BZwpsQ7xJtIxpKBBGC3UWZiBNqKEtWNQSCjKY+3S24TDn4j/kfHj58+Zf/+w+OcjEHRVCACmQECHFZzJ3ody7iOIUiYLjlAZAIA4AQbcSdjpEnUrj70CoPURugm91C5ol7a8DEREgkEOhhFE6y8HSAvGDg/uHDNC0sCcyAGFy9nq1tPM8khOBd3S2QnIlaM05CxDee3m1HCjziSN6PmYgj3DyYGEJvrv63iGYmdocIyCmrYTia33ZlzNl9lLcBBKkkJUVGB++uO0SKmIscskjAnFn304tv7gojBw2H66l76K6USdi1BedlKlIkIU1lvp5fF0aRoQ4wp1Bz8yCmaWIpSMmCLDCyUKSAzIbhFPOSgZ0Lya5cO2zqCEKBAG5uTBFoUshM1aOCAwNiAPM51omZdwnMXMLLTWCugRvlhtydewhvdH+/PHzz7bbptUZa0nI3/frLEzc/d9o/fmrIQfH6/LSb7nNefn2+cuI5+7VfNWLaJ++VGcUbBTJDQGMy5hBm4OG7CKRxHgaZfv7+n/7+HyVNe9x/2j18RMs//9MP9QKtO8xIzg4WDhTklx0T+Tu5hXsQitvIMLo12uPZ8DBmMbNRs5rZSJN38wjPKXuEqrkpIoT7IDzKzQPdbdrtYzpQIEIsyx6JRlXrZggW2tL+m7T/ZEBPP/+QM/V2c3gOCzOgDDy3m7oZs2C4AxC+r6ADgwHsxpMAxyENBAoHFgIg5mLuCOWWEQoDSo+IPJj0gBAUktklhsDbm5qHZGKUhATAWdJuiRquFtvWK1dIEzGBQ+89L3MZzhvElPJxSqTqWktC4hhR9YAxUhY5YZAHABCmkjobcxgGCg08sKpKkbpqpEQiYGbWz9dghimNOzGAwBE2ax00Z2ER8Ohh8068RWhAQstcO3QDQN6ClaW7OGDnZbn/tGreFCmlBjOl6dt/+LBt28vPr1+/vuD06Dkv++MPP3/99fyyu/+YGMrMmKGq1/W6ddo/ZC6ptUowPrMmBIkJUFt0sJopOVBrCl2/fv4+ef3mT3+9+/SnJvPh2w/r88vz80YaXVt0iOxePEEGR9/2t2TrWxUHRAQIZrdLnYj6uPRhvHVkbkwyMrdZiADd0N0ACRFuFtBx1kVIq1sEpPkBp7tRO7o1ZIFAQgjv6BahnMuQ8t3f/XGe9v/yn/+fde3q7h7I6O7hSswRgCSEGABdFYnoXRSiqTEjIpgrhN4i8MyTEGKKAOYyUPfhSjRF3FLAUyoBCOxAFhjEDATEiDkp9STE6CWB61pNC6YysxzSea4VYWv1NexKSCgY7k5mIXPCvoEThhMEmk45JTEgg3B37xHd3cPmKYkgohELMEomEky7tHkrOdVQFHI3TtHaFnAoKWPhWhszVIuRCBRAgeYUkAimpfYGEYR2bcCc1XtEJlnUWseOlJpzJ+qBatiinBvPjZ7P27SfD7tdORykzJH7d8unn356/vnLS6NJUfJ8lO3l6emz0bQcH801JRbOEXZ++WU+PJSUrK0SDhygjcgDIL+Bi9QQkVrfrNKXzz9tp6/ffPnbx7/+Lz4ty8f99PNX7xGNkLi7EpCdDA0BkNbd7w8oITObOQDeTM5ICB6hSAw3e08wc2uNmJDI1G6T0ggkcriphN3D3SWQJC1puYfwsIYOlHK8BV+H9tBOOQdgdEcM5CXiZN0GpiwQwYNuIccOxBExgvcIif9terGIqDbEgUO9XQDMjERD2aTWAZK7EyV4Yw4gMoADCQozI07g7MgjL2SgIzQLQeiUeU8Z1ysHpDz5DAqru2/b9lX1w3G338/r66VvtUock/RaeZ7MnHorRZABhbu3kFEVYBKcCiA6Mlo4khgyZ+5mwOO5ZBZQAQNtLtu2BUhJ7B42CFdu3WNedjlN3q6BtlmklMMplexIvVenhFJeG6d8VK21RwdeHTQoT9Pq9OWsnFwhracVpn0U7ddVpql60LxX3n79elqOD6frOs2HHvV6qbV/zbu9SOm27uY809JdGa0kvPZKRDkhUucbQFPUNZd8OlfUlTsgZt36L9//5+36vP/uP3jG48djby/aQs1wIQCgcByhQv5+Dgqm9iYJHXOlG3yLwc18hGsMsTMAhAUiIZOqsiS4aUbdXUfypUjZS7mDVAAIHUBbIIYkDIDo6E7TPlzDeiCQFF2fvv74r7WqRRCyutFgloEDMIQzjg4+hImY+zsEuKq5OzEiUHgAOoQPYwAgmAczq4IIqzpijCKEKLkHZ7JQZFJvAGHdBRMSEqGZYnji7MBAUFKhmVevOU/HAz6dTtECIi7Xeizpm0/3vjZwjEAKDgdJnEr2qEm4tUaZgMJN3U0KpkKcyMm4sHNIIhIgBidHjEBlZCFqhjfueM7IyARA2LsBsYFXj7r2oKIcjjQvS6vbVSMljFSsqzlJKtvWu8lq6JJWVwQKZ1SuRpuRRv7m228d0qo5JW6BKLMUVnhWi68vrwYIDgGQM3XvbVvzQsu0dItNGzswcMmSdwMlRwFIqEHugSKp67YkjwmSqACgdkd8+vXLy+X/dpW7kg9QCEqQg6t5c1w4HKIbH36PoRqsRBi39ZCDeDBxAEU482iFwcxgRCMDIgAxIbHp2BTCW8/tiChMC3EZQJuwWp9/4LTLxw9BhNqRJcIxDMNJlr4+Pf/yt6fn59p1rEEHIgJgILcxpWymo0R2D2R4c0iP7x4CwiyIDNHdOhEwMhGOgb25R6BqEFEEuiMiqBpTVm2YUb0DB0BQIhJs3pGRiSyi1q0ckgSZKToR8PlyKVjujrsfn17M1CjO55Z3yyLJenOSVtfDVHASc3ftZSdMFAxAgB55prxPqQAkwkQkSIWwYLCzcIAzU4CyIHKURE3DzdnVQwBAWwdKtalhYprNVdUtoFUzaDkXA1cbBtmMnNetp7Q0tas7WO4RKc8NKIwXkOaxO9w5T+7UQVhmZn59vawtgqf5GK+nrTVvUTnl+7vDVd2dgMLa1UFQAQMIuV23eSmJofeKRCyiGgHe+lYvLcD2mbW1PE0JMdyrtaunjfWJOmL4hK5B87i/ghbwDga/n0HDrXNrf9+cuu6uroQDEhVvTJHbjpFFzCzAmdndAykihpjYzCTKjJKHfdNN13qGa6Xz6zTN0/EhAIHEPYjE6vn05fvPP/1aqyEMTfPQ0LswB4m7994HBoqFb4nI/3ZIhkARHQHNhuI/AkHdAHj8bMgcQREUvwfNSBAgRrcuJYUgCASBu3Eii9i2StftCdaWXamzG4aLBIadXs+E+eH++Lq1vlVAOl0ukNO0K2OBp023c18IiAkxwp2E1HuAlUmkAAkFQxCgEDLReGsYSZJhz8SYIDIhhotYR0fG8KCxEkvGUqvqqtOUA8zM8/6QhTwIUDUAiNbN6+bEOaNsRhsEOStOTZlTYs48HdLhzpgNytp7XS97DfcwKs+XiwECiyM37c0iVJtedvd3btY3a92XAwP1AAbX1rpBl6kQWmEOd3Vw7a/Pp2797u4gGCFo9UyJiRkIEWszBEctu2gRBUBBq9GMHmBFhd6foMNsZswcQAwAN9onDNjRkJL0XomJmWyojMJpwL+RI4CJuul4voXTHAi3qxasq2/bNQLS5fIBZXr8BMQQ2q6nup1/+fzLddtgyDMMrOswSVncBHxhOmLsBzfHPd5PcW8aQUR3Y2EEJwxzJyRiHslxZiM1wgg5HDUMQhmxR6eFUZgSKbShW3Dz3ju01nvv0a6XtXzIpTAxW1RCa1q37rSbS5E5Yb9uYajqvfaLg20asxIJEZJk8/Bh7UJPRViEEgUCEqSMQUSEzBiCIegJjTgROVkQjCjHJOyAwVKbB8pY/Q7dEEhBAoR+2axPqbcqkoA4PJREb8Epcu6+dUiZGzBSTil7mlaT1ZIgr68bcqrd/WosufX6/LJqMOKE1Ik0XC0cu15OUKYZIHImjFqIPFytT6TevUU77KYINIVobV1bgvZ4Pwcomr6crmY23c0MCQWD+g4kQs+gMTFYqAXdQgZRjP3yb7r4iNHIIzgCIITbqAMhxi7ePUZ3YmZEbK43zjwCIugoVHHY3UPA1LxzmiKc04yIas00KiB++XzobTocZZm2dv78y09rbaOfcQdzB2Z3G+oQRDIwSTzE/swSEELvj09AEojuqpLG04lmLsJjTgnhED7GT0QZcYTLECI7GPLIqLXwgISBAQRBYX1DM4BglutW11UzkFkjACHE8POlVhaZmNF2+0nXhq2DMwKWzDlnAEdEIHTyMOvdaGEqSJmQKNgRAmjspBAogOl2HyFBgqAACkEWoITUkbfueZrYoxq6AjEayqVGBJrfsgpClgoIQR7QHHpgAKqh81Rb71E0HCLPeeeSLyo/frkcDouZBxhE/PDD03K4E6Hn06oAJMkskOiwy+HGOVcNd52nmRAswK2FUZaRCOgSDNaRodd+Ptfer/slZa9N/eW1buulzOBbxVgIIFHpwRllJ/kViIK9qecgw0F7pfeS+gj3sZ0PCGciM0MgIDBzlgEUsSRJ1ZDeIIkAhEAkOEQLzO6jiwpBJuFp9PkWHuZurqqAdL6eu/VyfjnePaIwEKh17xQYASQi7r8Jq26qTiIyU5b8m15a3o2Z3AzJJedwczWUAERzZ4YIvAmcURDxlsoQDEAegIk4ISC6h4dzIkMDgm7dte13ZQrm7qr1+emJ626qFM0EuSQmiWutFdOn+0OyLgm9dgm3ZtO0Nw9OMriWBhoYIxuMk0DCVMhHPyTIiUAcCYkZBIOAhUNMiDuO6EUxA+0hksHDNMyhK4OklLl2Y5k7sAM2A85zgLduFtQcgTISNAvHUEkE7FncYTUuidbuzWjzziKIqK19fq6XH/8lTYuplqkEuvXtsF9yKqYdOO1LDoDAGA2pYjAHAJSckSlUmaD1uq0r6fVQaCem2i/Pl17rXYG/+/Q4Fdma1ujga0IqkNS2meRCgTMy8QDHDhnhuxdBWJgiEiGr9gAfgyxGCvPE5O5hHuHCqdXOzAFOTCNMNomMlER3AwQJJAgKNHCNeu2hdcS/hm2qtVVhfn552S3z3333l2mevz49tc2035aZvyFKbobOGxsCA8IjmOg9+oZoFJoe6CIpogOEiKgaALsTkSAKAseIurtBKHggx0kQBIDAwYHBwqrW5Tgf6HjgA3/9Obqdr5e8hujMYIgjMKo3dTN5fr7cTzKnnFi8qmn0WjVRRUuJCG/WBRKULJiYEkWYuVJiEkIBJAwhJ0cZKH42chIUoQhgJHJ0AFNnEWTEQAdQR+2Uy9Qtyn6/VfMOzcgiPIoFtaC2qeTkapuC+SByIbMoyK7szcCB1g1Kgct6vZzX89Wbom0XM4uny1QmIlh7fbznxACuJGkgBBGQhRgsws0sNChIhAORkPq2zjkSWV/VzNfLy5L5mAvphXieQa/rWUQICB0TkgEs5XDVUAtZRLtyoXeCeghQQAeiABxGjggYYnYiQiZkegN5xjgmEZEAVVU4qSkjvyVABCIIBgY6eoAHimjtDnHbjSJ1dXWHiO7W/svfHj59+Ie/3P/484+vTyd3CCDzsbamlG7Hm7AMVgQCvBUftxczeeho6MYb7IHDhzoEK2bG41eHrBpMw7EKMHp6CGYmQafo9iRmFgAAJGtJREFUXU+nc3nIGMYA+yKUw68NOS7rutNSAlLCnBmxhUHvNgtHuAVnlmWXFa7QYZknsVqmqcU1Tblpl5wwITICQ1AAAiVBQkSiRCEBRI5GgkGAiQGNCNzJYMy87NzicL8gGAKIs7l0R22KMvce3UkDMKV5On75ckIWZ0SSpmEgmzZkFhRgqcDofG1Qu7baSXJq0Lp/PfUAnWcRwiR8udbWfesBpD/9crrbp8f7Q6ibeZkk3DGCGcI6kskIqQTs2k19Ee/bdZrSdWun0zmFhjGYFtyxRmL8OOen68u8JMDMtAGQ+0plCUAz4x0HOL3bxbsGkVhvIgmRRgk3FCHj3NKuyIxIggPCeBMXEZKqAoSb3c5mAEIUIIhhopCs56uqEaJ2BUDVjkiDS9O1v6purT3eP+yXu2VZvv7yddsa+g135+ZARMBDzTw+OsOu//t37xEBOZfwHuGj34twRBnBDEwsIqrjnwxMPwEGECBjYDiEA5jZLy8vTg6aFjAhTRA5S8rim7nS68v1QXNyKklKEgBrpqfVoWHaTTmTg+Wcp1nmnOdAd5t2U6ByKiAwIH4MEAHESESUBIRuIX8pRqY4UgQSkEHcYs1siHUDrCuXTAnJnFAjZuTECCC5qnftrfVkCUWAGEEYMLz3bgqEBsRhBsQ3DVmtej6vRC1N87ZVkfj4cFhKAgcmuN+ly3Vr6mZ+rfbl61ok7g/LlInIPLz3LXEmRhDB8EBu3TBC1wvZdckgZH27EjQII9dDKaItfHveqvJssuvXCTOBMFOmsIK9lyk0vJlkcXt/x/tQIQGimRIzABJQszFm4rghZW969hg+48FkdGfiMRyNcEKMQIlw0hYkAL5dXtXdVBFRzSSxB7iZmQmnburuv379Ms/L3d3d3/1598O//nOtpuYeejOdACDRuP1/Hzz83uIhi0DoeO7NFMBvVEcfU1wEICKJYGaJEERwdMAgYkzh2IPx+frywuf54+zkhTwzovZd8rIwd7Su7hIKBJQSZyGsrVuA+lxELRywWTAKEYc11QoYQZxTQgFAB7JwMw2aGGREgyKDBBJSIAa4Dh42QJiRs2lXDWTwNHo5RKEQFiDBzbbrShQIWFdw9ZwwRbrWdZqKWndVhFgY2IGSmQOBZQphj7ZNC389f0lmoRB2OmY67MuhmOlGhKAuZog9Mi/zvHV6PdsxW7YrOhaagQl7T4QBiBAejm7oGL1Hv2YJcNPq4F1QHeI48STA0LvrrgBO3FL5+bKFTwQGYQSGBKrKSMhgYe/f4t9sFEOwNkwcgcHCAGgeLDIY9cQ8AkDCHQDCbXS9Q34ByG4OyILa28tnIoEs9brVqmpOQ1BgQ9AHARzIg37ftPWTXtf1cNz95S9//f7H719eL+QMt1SauEU0ERDSQKD8/t0jmBkzuhti3PR/t5wIHixcd4igEVocEepKiYDByYlJQbetVttiCkiQd5ngbOuroE6Cc0IbTVVQa57MBem4nw9uX1bFAHBjRu3a1+FPh74vH2dhgXBc1y2S7+ad2uaoicTHogNlcKwgKMLdDPj2B+A3IHpvquaQJUnKbASREweSOhSBxx3kOdUefdNlmiDMtBlRvfZ5LrnQutZJiLBPgrWbAxEagQRGe/3lw+zzlJiCEEopiQV8gxQBFuDNLbFx4kK2S3C4w8S9ZHQ3sQDnQwYHGyMtD9PghNb6ZRYI9/N11dYoVIRaX/dlt0/hY4yPUGtt/UoB1q7BS0BDLqOYU1NhMbCUfgc3IGFAEAt4MOI4XBFRkDxuO1Ficg9VJeIxyk8pd21DXUrEOIhJgYgh4LrV13q+avjLy4swAeBWKxGZDZBY+EiOAVBTBGChMH/9at79Dx++Ffz15fWEQN1DUupNaahFECLifdo9IwQQQDBDb0rkb6OjAAQkQhQzG+VBBEdgcGAiIIDkCn3V2kEpUZqJC13aBaUmDtLGGBzNg1x1XesSyXpYVUDezXmPqBr73cwUFL37NkmWgJfTKjY97gkNQZ3n1FrHzABJHfmGW6e4YUwzgDk4DO6z2U3HB2Bq5oIAzJAypEQsApyzN9klU7DoQLhL0fTaezBDQTKPqJqnFGTZIaEGg4RXwxQaNo4ivz9OTGS9z3NmWDMlQIPwrm6u0Gt4JEzHeacBXBY3C2iBLgTNlYflxDWAmjfvHoA7MWHsPVRA3YKg9r5PcDdTwgjG8K7qTd1zJhDy1tsGUjxajxVZgMGqBgMC/Sa4uM07WyMWEEIHd4uR1QLATIDQe4UIYiHENxSNjoCuUcTfoIxMGCER7hhfX19UrXdFgK21G9oeCcYaXq0ktvBBWkBgM9Oo7VUv1+sfv/3m0x++/f6nv8FarQPfoBI2/KjvB/WmFtAFGUbgg1WDQMSUS4QgJndizrfw90AA5IRB5mTMeW3Xq249BSSed7OyTiAJunhLDAVB0MzdzRHyumpUSg0urXXwMs0LwJxpwsiB037qp9ocdyVtdX32tKAX4azh2TAIeSQoo2NQoAV4tzQDcmIOp+HQDAh38FrVHNRjYnTCJTMJCIZ6x2gZZ5ioKxComaMHEs5zPl22zSAJ7ggBKgWGtwRBgODKIYmyWzve7YX6l19//ubDgW0rxFFjxJ5LBKhCU++qPTVs87ykgKqdCR04cxQRHGIHguvWCXDiEeKCQpHEZIbnFltr0ev9w3xXQDgCo1Z1c62ay8Rlx8i9NhZnMAFT0CABRnOzG0NztBnOTJLS22N3IywMcphbIIMwD4LIGOm7e4CH3ZhNtxRtIiD0ZoJAEOjurXcA6BaBNHJDCWJE1KZpHrayxOymZorMXSuamdrf/vbT/cPxT99+t67nn3/63DYd1GdzV7X3FbSaiqC7EYV7EDGADTk9YHobSBEimxESp5wseeTgTC3q6mvFjpKcAyRCILOjrUyNoAXUuXAS6hhtq/W5TS88Xyk4S87glhkFIREmAAoo+3x5qWvrD4nc4+VqBzGaJBkScTdzpQwyLDNalSCodck5ghAzUAekCDQNM1eLVAgZGdyJGAzDKIysbRV2h9m8WYeEQYK7AoHm7J7cw1KkA+nWtAgkDIkQMkFVXYXgQPz11+dvdqn0p+ulX62FdmYK1zwvwnQAAPaUCkWdvHKfs7D2LmnGkfdL4gCbWiLIJNoNAZwAAZxYMD33C2q7m+TbhzQnxwhMcD21hLDLqaptfaPdfLc/fmnqrsSB4T1ckMuU7WTwNuzOOZuZe3jYiN8cc3sPV1eR0VFFxA1RCwDCEoGBYeFqOtAPAdFbH108bes2EkDcHSKYqalGAPMYvJu5vwnnkHPx1sf5aubIUXV7fYVa29393R/+8OnHn36ua6NUtKupvxeLDDFogLo7oP92KZhFgBEVs9vkk0jMOTAoiSdt0S/13EGpsKcIiWadkMg8JUzs7DYRLohy3M+P5fxSz2yqJlwC8LKqJUEmgrFwD0AmhGX282u9QnpYUNi2hn7ejtOEBiNFpVbHnBy860bGlIAn9gJM5Diks+qu7i4CUggBag9A5VIoxtwJ63reHzKBZREWWtcmXCK6J0/oAYChIT4TujYJT6A1jILN7bDM1y/fH8g/zofzy4W3C0cXtBn58Zv7S72Y0xCMW/SM85ISc13rllBAO2FDWsLz1npCRjM0EAeAGOwhYOlu9/v0YtddkSULUwhRuM8lma6A1K0R9q69w4aRCJURGBGZHALcbrEcAAAwtMkIPlydt+MJwVSRyd0J0NxHnw74ji03eGDwpiWJSCIBIUA8itZhcQLAMHOzYR1uTZll+PDGDF51UD8dEEVGFDh0dYt1/XkV5o8Pny7z9fV0RndhgnfbTiKK6OY2qKXuBuDgQwJDEYN3SohkBpJYyULMyTCFh1VTQ1Q3j5BJOqnXq8arzzWnQO2JojfniKUklaCZcfXWelV7WWFF6kXSPo8JtvYuSLtdsqteV9hlSejd/Lzq/a6UaYZoa61YJIt0w9iaidNS0pQAARzC3FSDkBCmDIDR3dWRBQkcw4Vgi+i1EShjCFSwWM+XqUzTxHs2IDZ3JAS3ul4RXNwQI7E5gHs7YPTt+Q+fHvvp1J9O1DQhfLi/K5TOP2xrbUAI7GmStdYLwjmlj58+HhYOYJQECYH5ul6TGQOlIUEiMncEcgdCEsZvH+bHXVrXSxJKjKAdrE0pmiKgZ+qFWkCDdhl0WYMZeSEmYB+j4t9fiOYO4Skls5tAaYxm3BwBAmgAPkbv7z5S3Whco3SrB5yQzZSQBIgCYhQEEYAI5iE0yB+BiEjwhhUdTvsY2WCINFRSgKSmocaIifn5OXJJHz88/vT5Zw5E4Hff/gg4Ht/DLathaEGJg0jcKYJVETErKDAomoI1q5AcBHhimGDFqhTzkgu1BJqsMWxom9nVN+sVvFNCmktOGT/MCQhEtW+K2tcaQwE91kS7koGoX9p1g0NJ5l17qZvSIsQcpi+vl4e0C2Bzhe6tVerETMg0lA0ASIycGXMxZdOeUxIapgDOpELa6zYGJ0y2UCtMCQkBhcPcw42gTkn7umZGcs2ItUGrsLVaeo6X2J62uOjM+bgs5Zyu53q5rsvdRAQK3q+GFtPMrP31+8/84X45TkkYYdvWbXIWdwCSPFmEBQbckgocGCBMKFLSaZ8IE6ERmimYXbcqJWcoqwNHTJmDBDj3WjuuFuFGAkLMvy+T4ra4UVUmejsNAQlhMBYpXH1Q4/CWGj98Sf5buxIBAX4Ti0Tv2qo2fVNmoHtPKan5UJiGR+2dJQ3fMd32j3wj4b7VucIc7t3Me6uqu4j7w7H2fr38TjeFCAhjgjFmGi3qOJhhrDdR3BGBAQEYsCAyBJtGb4iRcDpyZKQCL7zp9aWnS8/r2s+veCmwzebJBMKi23EuWSUtuGoHdXBc5pLcEyBoCLH7kH7jYUkN4HWrSNN+SdW9q0s1nIhAAHvrHRITZDPr1ai2lBLg8FeN/GZKKaPQ1j3cGYExgADA5gxTcm8dCRLoUjJMSAwMWuualwXZEJtQc7fXrrECAXBH7AAreFjh3C+xPfUS+bjbz9e8Xerrr+u0z/tUAqOZhcd4+h4f9/PdslWNF0DP9aUBRc4tgZNgaB2TL2LhnM1NrXu4BQJKJuht7ZTmkqrmglcMFcwKJt6bbu4JUlJLidKpViUOykwxjMi3AxQwPEQ4bMRpx/AZjy3R0FeOXt7NXY2Yb9d7IDG7+fAieYxdTwhYbXXz4EEyqV2RuKkBIhGFmSOxCFIA3OjhN8Mo4tCquDkSmfuN1RwAqufTOpV0t7/LOb87QQcMMgDGQHRE7HAEI2YkRmDCYsZODgJBUaHW2Naold0ybGTHh6nsqBwwtefZXqg9bfb0VH8t6flxFghmV0mRCWYmYpgk03V9fa1h8jAn4UACIiDmDbxWu0vpsCshARYJZW1reAmgy6Uae5rJzTgRpRRETlLXDoJYPBIDJRqkYA0QQIK5EAuBdx77epGJw7dLCHCCKaXItbUWPWZyWM9MkJlCOaoXk+2sBIQNYY1Yo6tO86SrwQtOJWflVvvrLxfd+v3fP+RnMjR1I0UgXO6yfza7tt1+Mk31Uh2NM3ChSBwc4DUlSYwQKjzWjNDMndihA6firr71C7t5WaY7XbfWCRBMGLpQb95L9mY1AVhHRxFCFoT+7ggKaKpIo3K7uYtEkpvGMCUhjjZoBMfd+KCE1nU4OSMgpdTVPELOL7+8vJxbMxZS87FaHGATCL9Nd92SZHcHQA2jYRTi2w4Abqq/CA9CHNe4hV0372aSfr/iEc2sh5sIsXCgmxmjMEu4EQlRNssR4mJU8GrXFnXDvqLSLHcfp+f2emow36X9TI8TPzb4AHAw2yXfqbLOZL6b5hBNPLR9roAiMuf2eupfXjXmNO+FBRnlcl2f1zhmKlO62y8NgZPYZl0dV6UMSJ4oMTNCsAhyikAnqKrEwLdg3gAmdQB3SjiREHqMKTTgbp76cXp+fl1kQXc2lEimqh2Z8/m87uYMRGQsK5ZNbY1QglXjCnaJwqk/9XbubLTslrKV588v7as9zofyVQzMwZGoXXXaJ3HmCa8vGx5x/pDBo0GAUGSA7EAhIgrGSUjAq5OMExq1N8qkupGk7tExklCrfcpl0x5mElVBC5qiApoXiGkCzS+K9VRzpHdvcbyB4il8BA+hqkUQMauqhwUxEhKwmiOAj8BkZmSHAcZFMDNCZGJ5ef4FgiTB0DiNVOQxKSfEuLV6cjupbzt/QgRzgzEtGMGviIYGiG6GxKN81da1/Z6TZNYCIggD0Wygb8YhSsPU12oDFBCmhM3rBq1y9AR5yY9/OlQ+H+/TlvoZ6nQ5zellL/WA64FtT7YnhGu/y7u6Xa8vNb7ig87I7G6tdyKcStJq52u/S+lYJBHe7+Pr0+XpInPCpSTkYOCSysitSCTBhEhCBIxEyIWAAokjzM0xJ0z+diVgeBDnQCAK6wbaWcRqX2Tq0iRSYo4rYZ3mwOrd1k4bCxWk1M9bskTnKBeo586N0gWXytbg+rqyMSnSgc2h/qClynw/xeohuKp9PZ8g+8N3S4602dbA/esKJyr3S9eAwiDuHDyTs4ukIFB2yR6CnFK3igigwRBOK0OUkkOksVeFPpft7IieqarVws29CiSINWNK0RrB9u6K9xgmiZGaORJnbvgQQCBkDwt3RB6M8PFf7V1u/nUMd4jBGXUzl7pWMzAHCBzkpxvVCdDcBmV5MLsHn8TDB/tTmLWrRwjjoHgyUZgD3JYHwAGI9m4OyswYo9gFgFsqnjsgjmkUESdVwBxKdvXNC2hxWODxT8dOm+zYixJj9nWBywLbnraFbM809b4E3+cpnYJA8hIrV7tq72AQgMREDD0V8eZbbe5CiXfLtF5rV/cgSZNBW7dGTEUSM3NOQUYIocGZCEhQIIGRDTG5dqOSkcnZIxkkwQjKBB5ARiyCuV57lomUOUQsgTPVHOpTpG1bF03xSmvr0pP1oDVNPceZ2rnyq0cj8SJX9hrttV8O3TL+cNL9xzvb7WKt9WU9P79OhH98uNs/lf7cu3eeRKmdni/10O/+8Hg5KQhyRtiChILD2TknzBiMhoaMIdFOlRKCABISovaahBC6utSyQFPn6FabNsTNLSWUDWRiwv0uQOF0e4u1VwAacW14myQiAkEMhu0GeCOLDIT3qEElpWGvcx8ByR7h7iEicj6fLdTNb2bkcLcoOUcYwJj2DRE/4lit3joysBvrAz1i4B59MMOJ+NbeBji8l9ulRL2HmbqNWJEQSeEIgIRiBgEUkUCig0HCxt1LzMdyqq+ws5KZ97CLhpczbq8lbbNYAc1gU4JPu7089b5WUMeIklOamHpg7dh9YTre7fqmKLQwieMsQhAfDvvz6Qrhztg9QqjMGZOJUPhGhTCjTAkyUUJkCbSUk1I01zJNmMEIDRulHKk4CFFQGCJIYnJiANeY0w4UwxHUSclroGPy4l3J0S+BJlgRK0KFUkWq8FbX19jODZdli/g52j7JubXLYVengsDA05frEzF/mOW4yxJCiqLozz0yVbY6rZOe8750CWUXFS7sZJQomkNBTAgMwBTdkmRXC3PIZM1AAsCQo8x5Ue7ICg7q29aubWtSjAV5YlKzjeId+qBXlgLwlrYNGOEDoAzhKbGqe9yi4X/TjI7Dy82ZyFzNDECI2MzEzIdHxAOGwz7l5G9zp7F0RuIRTItEBEPqgYOVT0S1tXEgAwTgGGIR01t42bspbustfFiNx0U5Jg+NeTHXG0cKMSJ625TcOWZJyyQrrC2imyfAKYEsYud4rvLN3f1rDQQA2viuhl9t00AACl4Yz0hP/vCjLTVOLIswLslan5KkJaUFgTHf535u8MCXZeVE075gjkieFnFUngUygATkgAmhOEhYtkDPOUcKo7T5dFE0SM3TZrlk3s0CcmkYHJ2SiVfeKTlG9+iBFVJkUMCK2JM3A8Gk4mtQRhR0D7DInhA7RLtuFQD3ORUhLjl7QJlqwPPLCyAn9k+P90WEADJFyeWsVZa0QYMJG7TCVPazQ9ekkBEzBEew80JGHTNiQhbu0YOBJ3H0KARp3jpskDvtXiGfUNbAz5afbeqwnGvqaa6WLo15C7zqb4rQCDUjYoYACxvKDyR0MwiKAKIUYAAYbwXjADAM+8dvu6WhqA8AISQYIwHAxKLWMcIB1B2HrhgJAlgShP3mIk0pDQpUV73hcIPcDYlMfaSBu48q5Hc1k1kfUfcINCrXVjtxUjVAhzAWB4TWWqSRGSJLmep1g4kpPNwgmDkvy+Jx0P664tSiIVlK7atfSz7Pf2CdNEpMlu2l2y5igvSKH6+QF+qMq5EvpCXyMXfqYXiIHc3IGTgjzoAZOQsWklRMjBJgISfAAjG5BmyQLebVk1ExLDVgQwGZVqeO4j1mxFkOEn3mIFtLduznxC68cWkyY3RHJZlYV4UUZcpxBWGELSJCgAnIMYgSGJM2MLTE5DEfDmSxOnz9+ryeLxPR491+yTkFMMYsZbtcjP1wXFrrRrba6t7vJjzsUmVSASpkZJzJSwCFzOISTsaZDN0wX5V6Z4sJZD5X22Da+HjJ6etKL8EnmFctXXbVpw2m+tLgSsUSHG9vsTAFhA/bj5trZxEdG8LRsePodmjoOsbShIgCQJgDwm4bfBjRWHJDOQKI8NiiIt6iXmWY4gcFxPWm473pPIyZWmuIRIhht5oiHIYMPsKYEwDEO8cKE5rZ0FQi3ob/AATARAIgCKzhW28qYeDTnE7X1+6eiwChCKIQijDl+e4er3HpupO5h3XSM+UNNi91+vCajxTX0ORdTA5CV9pefCUvdxMbhmA+FJyptdBwEUoTUgrOgJODhCeAzMCAGXAqzaV2cCoKkyIr8FVRIXsUA+mUGrJCriQ9hBhW31Jti0wXiInmHJVJCmhO+xSVJvPtlVxZiYWiESsHjKrLUBED2UVNOQgqZGdYGxFVgl7XvOwua396OSW3+7vl/rgnYnYnAO12Wdf9NwegSJMAYxOIQK7b4cjHD9PFVTEoESaIHMzQU6WJg6HjrMGbcUUxSjWSae6cX5VbzD0fm6enS33eMKbDZsV5n4zcwJrDuzZDRMLBwt2dWdzU3jw/FjGccUNF/2ag4FE6ogUgxFhBucUtYh7F3MYt7GZvRcONWwKjPPyNVn+LOg4YDJ3wMdmnIe0EHIxJAOitywAamSX5XSw4jHTI5AFdLeV8A4cjqo2gertee8wowly41Y47QnJzJSdOmViAQsPZ2r7MTJtgJQX3IJauZuIlZ+/Wu22bUqAwc8qV7bRutJtymXhKFrqujYRLQpJgIWAgRsBgYacgQkqEJBECEZwkAswsiD0cSRCQEB0HAGMYa5iREYOAKTDCmRjRcypRa0QQCbn2vtFNyIMWFm+aUyJSs0mKkTOzDcVCBJIcFgILd+yO1qz1Lin+7vHxD4ddcvAAYmJABCcRNYtmNBMLNu+gCphq22D1sptaVcNgTuBhoTzJeE9NexAmmZoOGS8GYlgkSSDpUrtwfni8669dU9nWIduQksiyJ/t91I0AQAAGOIDfeDNvAYCpIqaIwWOE8BjeNYgQEVMjBCRxH9iHYBHEW31pI6EbEGjkfCEgYld1gG6KjN0VCHpvg60V7gggIsSs5vGWbTOeXckJCU37iHp494BiSmnsq0QEAoiYOUU4BoT7dV23plvTbWun08UcwIPcB52MZG6duoUHEFJiQggMMPMw780iQLuez5fatKtttY9F7UCxlJJZErFstZ3Pm1ogRMnTPC85Fx7V0lDf0NCpQoCaKSEPJwdCRNjtj8JiZJvEEIQrhEVoRAx36+2vubfWmCWl0lXNGxESQUoJAHFIcMJYkIWFWVURouvGjEgwTSWXHCh5mgdJoLeaU/r20zfH/bGUeYhRzdTckdEs1LEZsogIlZwAsfUeHg6wbVumsLrGsDwgmoN2c3MidveudewXRBIAeoQwa+8j3CiLHA97REJJa4e1qam3Fr3/PmZqW7+uBoAWPk5HJhmnXs7Fw4iCBW9uyogwBw8EIOabExiGbZ0HRofcxl7f/O1cHZ66cbOPcZKpEmK45yTMklIaUWJDcp9yBrw1UkSCSAwE5sLEQvReLII3ge/oh5jZPBCZGJgYka7XLYmUgmVK3XyrrbdGCCwkRdaqyCQsiIg8AiCBKMKVmXqz3k3NDQgodXV1AGR3DhDijCjI6br1WrXkLIzMROB228Ldsh7H7eFuIz7avJspERMLMSIGIiIQ4fjxePApAoCIaRDPRN5WzMpMw3ht2mn4XQd68pY5gSJMxO7hHiw8hNvEYm/0amFKkkVSznlKmRHDlBFb7x6YcpmniRBr1dNLDQh30whAGhtFwEgpRSAgURJKDIRmxogRAO50c7M5YMSbDGiMaIig9aqqiMCEU07CNE/5eNzPu103rIab6vs+OABEaPDpAJFFbgYvZnNjYgCCoLGHFxFJyczUzM1inAe937adZhEj9caNGQHilvsJiIAQyHg7ooZ1DQDGwWBmbgoBTPQmgR5VwG8suxjzWld/n9VpHmq3CNBx5odbhA2d1evreZpLyth7XM5VGN0sHFGYckppkjQcArabijClJExIxMTAgmqWcmYRBOrdPDxncfAAbuYeyLmc19VDU2YWSsLMyIy3jxCOmQOP/wrJ2OaKMGJEmFlXNeY0Zhu3S8OMmZAAkADZHH5jBTDRqP3NHNzDzayFGwCIZMS30TXSUP0gEhEzE0QQkBBP0yIsQ6kQ7gTBhKXkXESEEvG6bkyCwLX5T5+//PrlCwQQQgDmPE3zAgElSymZmN0DxtpaJDy6qo5B4di7eEAEwc2hOLpYEUEIEWKWJIWQGDEJMcHdYbcsy6YGJPpukwQkZdqpA0aEm9twwMV797m722CIjXt/qIPBzZSZx1EYAMQMiHR4WIjRAR3Ixx4gbrNPJObBVSQafRcG+tvOfVz0buZhqjYEKcQ3MBwQESMR/jeOqt88pjCG3QBhGh7r1i5rRWCilBLV3syBOZAipYSYAwTAmZEA1PrbwRzubmpJOMDGdqK2tm4NKEkWQKaUA7hbAGBJaS5lyqnkTEQxYr2YbyIBBGZhSuMDI5wQGcavAQMRBt38NnhjCncchulRA2CwMLH4aDLHz2g25s9DF4ZIgzI8OJrjE82E4U54k90AgJkhQrgFALPQaEUhJIkw41CzhoPZ5Xxuvdem85S//Xa320mtFuE5J+2OSMtuJyn56GMhAFCYiSDlnFOOEa7OhEQiefSs/iY066qSS8olIgBHShExUUkp3Jdl+ubTx2We9N2gpgVdm7EIEdNt7wijHxrlkPmQMg1kJ76dDPF2xxIxjbUQAKqa/Pnv//F7/q+npwtBNFdm8XAcUYpjlKp9fMwMIQBYuGv3gFv4MaFFuNsoqmysCOKWuEiI7w5QQMShCwyM3jszE5EZAPKXp5eU7pGi90YJs9CmjZEQKaWygQm+0fZ5UMZvPDR27GYAVDIlRejOzBbeWpu4qEMiUvNSFiADuv124K3GGJcJxCBfEIs4KhKq+/gVELE5EidGDpLaPBgRCQOJsHsAcowf9EYHDkBkTqbdwBIGgDMzjABfCPeNYKAunIiBQs0o0MzQ4m1qjQEhIt1VtccwQJMggLuXXFqviYG7YsS2bcuUieLhbreta5BPx8lNkeL+/jjtCybEJMGmpmCESKaKrVMhSSngtlr04UnHYOJg8sCcUqAQEDMyIVgIy62BFAlDTJiOB5PfH9BSirsP7CiT/BYT72540xINu/kQ3RsQBsToQBBRTce7TEhmRkyU8+7Pf//v7x+PxFCyRNyUmkwU7h4RiI4QeDv2TO3WGhMPmzORpJxh4GPUM8sb9FFI5N9gUUbPSyTCw6I8evjz5ZoTL3MelwIA5sRCgYBlEvUoeUkiSRIz5ZRFEsHb2Twu4kTCwyQdESHMKSVA4jx5oIgwg/A4PIajLyJ+I51QgI9yJTyQ0MwRh/3Lw2EA2IjIPUopt9EFIBIy49i4EIFpREASIZRRvw5Dzm+ySIAY0EYEcA/mgSKKlNItaihCu45SalC0hy2MCIdkzCOISbVHBEKwcEpJmAlxytP1alOZ9rsJ3bQ1IgAIvVEGRglBEVH7ELm94RFxcDqcAESERYJAfayshw3UIQhiwGbh5u71EQwXOecsv1/xJaXChBgpibvr0Hwwicj4eW8LSwAgAiIExtteadT1gxo2OBksSSTWlYn+9Kc/7w6Hz9//yMbj6zJhIN5QtMSIaGHgwcw21vZDyxNgXYURIhSChNUGe5aRRU3hXcrT//X//H+B/39eZ4Dz/+CPXv4//p8EngAWMAD49h3B8n/0UgAFWP/3/orcvvD/768AuP6P/mwCmAAe/vt/mAASwPL/7ev/9sXHudD/u3+JAQJsg779t7+3DJD/u//kf//1jhCHYzBDt2EIi/hogHzkw44tfPCNFzZotzeLMaJEoAh7DP0yusb/G9ATdd2KBbnRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x209204559B0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratio_channels_to_ablate = 0.1\n",
    "cam = AblationCAM(model,\n",
    "               target_layers, \n",
    "               use_cuda=torch.cuda.is_available(), \n",
    "               reshape_transform=fasterrcnn_reshape_transform,\n",
    "               ablation_layer=AblationLayerFasterRCNN(),\n",
    "               ratio_channels_to_ablate=ratio_channels_to_ablate)\n",
    "\n",
    "grayscale_cam = cam(input_tensor, targets=targets)[0, :]\n",
    "Image.fromarray(renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "dda4ca37",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00,  1.45it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x209204550F0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratio_channels_to_ablate = 0.01\n",
    "cam = AblationCAM(model,\n",
    "               target_layers, \n",
    "               use_cuda=torch.cuda.is_available(), \n",
    "               reshape_transform=fasterrcnn_reshape_transform,\n",
    "               ablation_layer=AblationLayerFasterRCNN(),\n",
    "               ratio_channels_to_ablate=ratio_channels_to_ablate)\n",
    "\n",
    "grayscale_cam = cam(input_tensor, targets=targets)[0, :]\n",
    "Image.fromarray(renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam))"
   ]
  }
 ],
 "metadata": {
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